Question
By completing scatter plots for each of the following data sets, describe the correlation between x and y as positive, negative or none.
![](data:image/png;base64,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)
Hint:
A scatter plot has a positive correlation, if the trend line has a positive slope. This means the trend line will be upwards. On the other hand, if the slope of the line is negative, the correlation is also negative.
We are asked to graph the scatter plot and find whether the correlation is positive, negative or none.
The correct answer is: We are asked to graph the scatter plot and find whether the correlation is positive, negative or none.
ANSWER:
Step 1 of 2:
The coordinate points corresponding to the given table is:
(4,115),(3,105),(1,105),(7,135),(8,145),(10,145),(6,125),(9,140),(5,120),(5,130)
The scatter plot based on the given set of points is:
![](data:image/png;base64,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)
Step 2 of 2:
The trend based on the scatter plot is:
![](data:image/png;base64,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)
Here, the trend line is drawn upwards. That means, the line has a positive slope. This indicates, the correlation among x and y are positive.
A trend line or a regression line used to describe the pattern or behavior of a scatter plot.
Related Questions to study
Find the solution of the system of equations.
![y equals 7 x squared plus 12](data:image/png;base64,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)
![y equals 14 x plus 5](data:image/png;base64,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)
Find the solution of the system of equations.
![y equals 7 x squared plus 12](data:image/png;base64,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)
![y equals 14 x plus 5](data:image/png;base64,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)
By completing scatter plots for each of the following data sets, describe the correlation between x and y as positive, negative or none.
![](data:image/png;base64,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)
By completing scatter plots for each of the following data sets, describe the correlation between x and y as positive, negative or none.
![](data:image/png;base64,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)
Which number is next in the sequence? 35, 85, 135, 185, __
Which number is next in the sequence? 35, 85, 135, 185, __
Consider this simple bivariate data set
a)Draw a scatter plot for the data
b)Describe the correlation between x and y as positive or negative.
c)Describe the correlation between x and y as strong or weak.
d)Identify any outliers.
![](data:image/png;base64,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)
Consider this simple bivariate data set
a)Draw a scatter plot for the data
b)Describe the correlation between x and y as positive or negative.
c)Describe the correlation between x and y as strong or weak.
d)Identify any outliers.
![](data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAA88AAABQCAMAAAAQjbf6AAAAAXNSR0IArs4c6QAAAARnQU1BAACxjwv8YQUAAAMAUExURf///wAIAObm3lJKSjEpMc7OzhAQEHt7e6WlpYyMjPf39ykpIe/m7xAQGbW1rUpalK1avYRaQuYQ5ntavYRaEJSMlObWOuZaOrXmpRlanOZCtRla7+aUtebWEOZaEIzmpRlacxlaxeZrtebWY+ZaY1qM5jExOko6QkJKStbe3iEZIYSEe87Wzine5uaUhOYZhFqtpVrvpRmtYxneMRnvYwje5lrOpRnOYwAAAK2MQnuMQq2MEHuMEFIQQqWtpb21va1a77VaQkpa7+aU5uZC5nta77VaEOa9rUpaxeZr5lpjY2tja3Nza+bWhFrv5uZahFqt5lrO5krvY6ValEqtY0reMUrOY62Mc1JaEFIQEK29EHu9EBmMEFpaUr29xSlaQuberQhaQtYQtSmMpQiMpeb3jLWMzq3vEHvvEIyMzkqMEK0Qc3sQcylaEFJaMXNajFIxEK29MXu9Ma29c60pvYQpQnu9c3spvYQpEAhaEK29Uq0IvYQIQnu9UnsIvYQIEO/F7+alOuYpOhkpnBkp7+alEOYpEBkpcxkpxRmMMSmM5ualY+YpY1qMtRmMcxnvEJSclIy1pRmtEOaEOuYIOhkInBkI7+aEEOYIEBkIcxkIxQiM5uaEY+YIY1qMlBmMUhnOECmtpSnvpQjvpQitpSnOpQjOpfcQtbXm763vc7WM7ykQQq3vMUopnK0p77UpQkop73vvMXvvc3sp77UpEIyM74y974zm70opc0opxUqMMa0QlHsQlLVac0qMc0rvEBAxEEqtEK0xc3sxc7Xmzq3vUggQQkoInK0I77UIQkoI73vvUnsI77UIEIy9zozmzkoIc0oIxZRac0qMUkrOECmt5hmtMQit5hAxQrW97+b31kqtMa0xlHsxlEpKa7WMlIyMrda97+b3Qub3ECkQCHOUc7WMrea9zu/ezoSclNbm9wAZCGNKUnuElN73/7Wlrdbm3t7393N7a861zhAZCBAACIx7lGt7ezE6MYyMlKWlrQAIEFJKWhAQAP/3/wAAAFA9H+EAAAEAdFJOU////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////wBT9wclAAAACXBIWXMAABcRAAAXEQHKJvM/AAAcEElEQVR4Xu1d3XLbrNNP7EiqEPFZbkGWFF8AR+i88i2Qa+Ii4wN30kk6jZP8kybzLh+2BahtDOh5pzP66QtJ9oL4WnZZ4GzChAkTJkyYMGHChAkTJkyYMGHChAkTJkyYMGHChAkTJkyYMGHChAkTJkyYMGHCv4F2m4+LK30dCVxfx8LY9P/5Dxg9gkbGvx4/VBdkjTnZne8IIbs3OEa4AtIRD3nZnQv/ziNfiYwX5cN4B2Ds+N8NehzrGD384IntZ8xDnIeexzrEZww9j3U0WJdkCVyVlL4uxH4P55bSuNc8fQG3uB3nyEh1CP8I1zYjnfDJ9TjSwauUg0O4PxWfp155k/KFjKFRjpam5cjhr46RNcbByNf7oeexDkaygXiLdbS0Ko3yfFYx7RgHdTku/XbXadc4SAjXrpGQpWZ6xEbVfNOucVDORw0/KjPtGgn5yAmcpzfaNQ7yYqZdEmjk8pw0I5fn83HLcztycuNu3PKMysZI7+ho2A/tGgWzZqNdIyEbOYGztNWucdBZ/Hleacc4WI1cnhfpyPXF25V2jQOUpQ/aOQrQsllp5zgoqlHrC1yOW18Dfx43gTcjl+dNYZRn/I/z58XbyPz5/N/mz/ilGbW+AP48bviLkdvbTyPz5675r/nzh3YJ9N7FSabVgPzc9xAQ5FHr8GeEY2aw9t2qvkXgrQ8IAVqnf+JvwR8D/LnWzgP6wQ/+lLJy6MfEbFB+xjhaElzb/BlHzT8gPzvluU8/2LPsT/JzQil/5TQBT+oFOO+DP83hzx81p/3EqHMe4gm1+DOmeb55TfRdOCz+nIj4+cJfv7TBMaOA1zZ/runr4UnC822YT6gorPJW328POeAj4Vb35clobH1YTfnBxx8U4oqHfMEQf65blUWj4LvJnz9anufHDwiHIz/jlh+yJ6RvHpiTMke/3buvX6vbtOnE52BaNqxF6rk/ktKUzzGv0q7nI8p3QRW8xZ/rrMqT+45F0yma8jPO0jS9vIVT/xtCgJ9N+RnTeTrfR0hbdS2v8hCvUGXKz7hlzaGEi8RggZyuOIRWAlOWLg/59UsDUZV2AS1+1DjluWUdXUWKfps/f3C2Ta5KFo8h2OU5yZpmX4MkrGtpWPoCfzb+jqtf2iWB24qQXDqTJYsgeVn8+WPxVJB+DdI2hIWU54Wp385Ljs5Q+xJNqDP5c1ul5bKsyibdRPIAWfLzTV6SvYYpqaCs4OsmhIVikz+jJK/IvgWOaVaQr8rtDVN+RhTCX+59TO6KCqJroW998GDzZ8ybiKVNlOd+AtMllC7Mo1XXojwbvCXZsvNU+5hUZXuGtoXRQDgVVnk+q+YmD6YFuRPpgXgXI9pqq72NcNYvz3VWErOCPxGt0d7G81IEGndpSB7qw5SfadY+4NmszoLKWB8gP5v8ecYPDZbsdgvnpAhpwAB/Nv6N8KJp9gmLZ0+EBTbBLPkZ46tUpoEA/ZrMHmZB+m98YZVn3lQxi7Op38YMShjkSrYvcuHYmFkR4bbcKeI4T9cQ+Ukp/fRF1hj9hW7/c/b2KPyjLMSXA1z99pZ0xyyUr1kakT/Xy0KWZ9ZEK899/owTlZXwPJoSCHePFiugZK5KQNtI1eiMpQGVBy5tfVhybG+LxLjTLl848jO/fdH0E6ZaeiGw+TNtDrVFHBj9zzRVCQvVXCwG7ei3V5WuLOrlm8ilmJFree8Hlz9bIf/GCETZDcuDZWeB1YVdnjk5WiC0Vct1FHrCkJ/RD0bW8Dl1dWjyhcKUn3WUtEWvSgoDerb12+2eP2/fXkTWRXkAD0Vu/3NSHPgzJMZbKH8u5pZUdihxH7zpklA9tMWf6+o9vI4wYPDnPJ3L2KJptF4mR7+dVJo/t48qITISUgKs8jxgH3bfkK7NnuNUUC5/viIH4SRhV3i7C+LPpn4b5efpFqN82atzwzDU/4w2TTR9m9v/TLX8DPW2kkT+RywV5ilATv9z2+fPOTG7B05HwX6YNQJPNX9OKpI27Kis98LM4M8fT8BrUF3Hqk0BBn+GoiWLGJTnWAKVo99OlumruOItKWXSXJOjAvF0PNvl2ZKf4dE2TV+6SFZFtn5b8mfNkVCe1Wd8Nw/4Gke/3ZG0yxmPluBO/zOg7uLZRNnyM0gQmj9DeVY1HT3vMdQTMcCfVwZ/Dm5YNnZc0FvNn2ev64qQR9lb4g188axdAqslmWesXEZR7SiY/Pld8eW2iSZAZ7YqZ8+fUUaWMup4UOXxd/58lszJY6zqyeXPwBJ0CFqhqITWZEiCLywGs2KEhCkMTSzeXGLtMl6bb0B+3qkSUlekU+m98y/PA/3PbXMURj5i8Gcz/Ihf7hVWH7imwKOzkBrDlJ/pIymved6QIB5gwODP7aW642mIzsKApd8WHE7VFVBfV5LtQPoGaHv+2P+skZNjmzgQrv32gSXUneh5A5ElpDy3qdXhwptzEkeVJ3Fjmw8BeJBC0oRrv73nz6uKfJXlmb49+vsH7W0rem3+HNiUubCFvwN/loAG03tI0TDlZ365Ex2FUKyDKok+DP6M1m+3vF61HSliJfF3lz8fy7P8iLDKIyuM/APtbe06IunK91jtjaQY4M8yC+HrTOjFrs6DWnzU7H9GvKN5SqpoBW5Afp51WgEdAwPy85siX891pcpJAH/GTnnuy8/An8P7n83IQK9vy34Lv2ZvIbzBkJ/x0/mFiArcaTk3AszxVXWXNvMsL+Ppt9cOf16+K/m5I0rUzYP489rkz9DetitovM7arySSgm9QfpY1Ci2z+/vFotuVvPUvH5b8vCizD0QbsrQysTcG5Oek3ATytB5c+Rna2zLwB/mZk8JfmWHbh4kaVvbpKfC30Ixr8+cP+tjnz/A9vfb96TD4M7pOVdVG47WHrfFV+HWTLxYl6bcKgpD/QX5WglV+HtLec+y3bf6Mr0GsXTS9XqUQuPLz/xR/xtePZVGWRSOUoP6VrTm+CjOZl3g6oJX2g8ufEY/WlwFw7bf38rNgQqIgoCctZ3kB+LNVWd6Y/DlUfrbHV0H0lEYNkgSNqDTkZ7zdqbqoLS5jpcHQ+OctkT2FUeDqt7X8jDgpZcTslep+eL4w4v/DkZ95BVUf/k7S6xhcyLYPk/xZ+tjmmUB13nT/8/8ekz9rWyqcpbHaS+7455pFY/6QqL/Xb5/xd1k54TVZy3svuOOrzP7nYPnZsV6jPfttgVUZ0t429du0UaqEVRlNvrX4s0Cy3MVTeDrjn/fyM7C6VKZvF8Q6Hf22Yb8NGZhJ31YViaL1+UP/MwKI1kZY/7MhP7eNkj15Gsp29nD5c1sKK71YGNBva/n5rF6m9/IS0tvtys8Wf45rvw0keWry5/tlgHRo6bdrzdvaeKOuXf4MBSxkBIkFxz4sWaZfpKOeS6HhoRpoIXwejvxs9j8nTGsO2zTMsFpjUH7u+5iH2of1MyRmKvZ4IyyfY8CVn/MilugmgKzxVeDj+VKnEH8UeXnxGMDfhvufjxEOiaFdvnDGPx/k5eResJ96k4VUf6Z+G/H0lyCeF7HS1+XPiJcxLcQd+Xm1tw+DXCpqpdYaoXYi/qTfxitevqvyjBcpIawNrqds/ozrjrz0yW6CrN3O6LvBiXkJYa7vu5AmngGHP9dM9TJEgq3fxnVGmoWKkW9dReuWBeUu2z4M11uSUm1ghZOOlElI9Av7bUM6FiQbOvsA1zqteEufsiD6pn3Y2axr8qSmVRjRPiz+jJOcxSMOsORnVH+5Jc8q/vG65HXCwjpjLPuws3mPP9f5vCy7BfwAJZtlWSh3EOz+54RX5XLTG8P9ulRWE55o30z6tJpnGbuOliKO/BxjkEEP9vwkNWflS0ZV/Kyyeca6mxD+BuXZ4M81ZZDEVPop8m6xzG6C0tjSdonwA31BkpZpU93pT/GFKT/D/WbZZSyPV+LM/ueErlXgo8Eqz3jRVeUvPaPBj4xB+gYVZ9ueZPT5w5z+57hw5g/DN5xGrF9d/tzGrL0H9Nt9fCQ8CSnNQP/Ftg+LDNs+7AgoHDQw9O74KjmlSswCZ/Dnmr7Gji3HPqwHdJbQ0ClDOps/B3SGfAKu/BwXVv9zdAzZb0fEgH47LobmD4sKxz4sLpzxz7ExoN+OCmv8c3RY83sO2W/HhKvfjgtLfo6OIfvtmHD123Hh2m9HRjxN8yAc/hwbQ/3PMfHfz++pHePAHf8cF+1baIfLn3GzV0aOBPT8p/Z2OOz5SaJj5Pk98fjrY4zLnwfm94yKTA263APkZyx7gkVnsLkB4BIE0dsJ5VnfwT34BdvBR+FniB+aPwuamhRsZx+9+8D9bAHV9wdsvUDvrzFwhtnjD+GP2FTkwAfIy3EPAS6aWjsVjsSPHqo3J0FGh/ir0G/j3iZJS+pyC4H4v+DPwnEgLw+EPuC19s7/IggL/iwyzAfcAlF4vt+gnsXiVcjpQ+jDgNjA3vNKeO63naG1JT+ztGLzisE2n1fCcTzUfcAmCKSXvQdy2xMX3kr3/Jd6fupF/LskqXxyODRleYlwrsjF3qk3iCblUj8KPRpyDK64F9svcbff5QtxUg9Ou1Qsfa/mTG3idi4gLsefyJ95bYJKCvmn/0yQ3XshL71Xp23y0+dpA26d3rDBI0n2EOr91eNORDQrSPML7uRL8FE61Sa/RF29TxVryIvyDp6os3ol4kVc9BO/Df7YvBjlGTMiplSVeNTXqCDkMk1hN/F4GcuzY/BNPEo/A846iOR3HgRDkH98dD5AzAY8CB1jJ17GC7/CIH0dgFAIMiMHf9CDRznNcCQo+ipjjQA96PIAViYH1IeTvu7d3ljRptLOPoBuj/TK8yLA0wN98RSOWr1V9EPO8sJJtncesH8NHgm/PK9ARRBiaQtn+VBc5K7cGso39YdTL3Aqm3u460E+3UP8MgD1atVUMvw2VBCCyMs/g7wmbyTEk/4hcXBIfPpO3kBMdCqBe3Gif6d/LS4qyjxcq2TVpRxc+sE+mdWPJA4OT3w1x1eN3f9cF6ETSP4ZY68X+/M8pnXnALpL7RgJL43UhIyG3/c/x0EZMvnlJzD2erHf3yMajw7AnZ9EO8ZBMvb6zyOvFzs0P0lM4JHXl4TybNlvR8ZFFWVc7e+A3fUx4mJs/bYzXjIyrPHPwJ+jLe01hLH7n//19SXt9TFiY/z1JU377dgYfX3JsfufRy/PTv/zqO2xf94+LB23+rbtt2PjP+h//rfL89j8+Xp0/myUZ8M+DFMulk+UoyXA/YV/CW77D/HnOo82m5u9ftVZfdWx3I7BWnwK/+lTcbVW9V0/sS63YuUjEbHmF1fu/GEQ8XbsSPq89mlIuetj4EX+TTv3qOWqmX75zrYPq/Musy0cE7km5099dxJ+NBvtUsC8Y1lMiXRjGgwB/W5tLIAaCHs8BhX0o2V/oG/pR/r8GVN2m6ZqUBXmy/fyKTjm6oHxGFdiAY5IWJjzeyaMAEqzRMy6HdmRw6p+J+HGLM/3laC/NHVkSSXpe+UCe/wzXnS3tsVVzST9V5/6yB7/jNusubVjv0uB/m7rlcus+Unajm26XyYpDOEnu9RrUvRZadTX9WbZEHJBfUgN40kvv6hQZymkbxNvfJ41PwneQPBJGnFEpmsfpl0SNyUhOrNidhFhWvoB/tyWYUOeDbwaM5HUXZnlWWPNtkqX7CvzHNW6eO+X54QtN1ddY03d8qUC+t21V3Gw+XPNj+tL7vFFhL/zC789vkrMiG3OHwIJAvTvvq790sTkz0klqurrC6MSpBXr2FfP8BvtbZx3NOFV0IISFsz1JbOy22YliShkmfw5L++2OfCEeA1U2z7Mkp8XzX46oDgDfRPHfhtfFxHTwxz/TMVgUtQ2Rif7t26DEfKMQHP8s1xzE9HUmM41yaA5gD09cOVnbtd2dcaRd/jt+bcRxI41/S9eZz+Avmfdbdhv4+w9g1ZKUha9xjXuOIbo8aM/M+y3a9nwok1EHZYhP/+UK6skVcT5AJ/65bmGqIAzizV7LsCSn+3+Z/RM9HTf284Ws3yQNJY+DG277j0ef14Y46u4bFugnPSZ0tXcS3JTMORnTGUy4+64xDGAh0yA9vv5PQ+gISvGDMwfZo+4okETZBjrS65KmXvx/Hx7LL40ZIIVo7/qYyapJmW02XqhPPQTmKqGPN/FK2/G/NuJkpzbxzTafEl/029D5STjv51HEVKc/ufFHeW7KlqfqMmfZ+rb2sdeJp6xYus/BYc5/hlLOoif96aMr6sLnnjTd8c/H9aX1Jh1Zd6bz+VEuPOHGfN7AnDW5AEToBvrS7ap9A1lvUWMatbk/vE/pN9Olr+sOioABn+uVThXZbT1nszxzzp/JlW8CUSd+cPs/uerd5Kjs9V+XsBA2PJz3eUocIlYA4P9z+1jr5KC1tmuWftOkTnU/4y278f2NrraEdJ4q1yH1pc0e3ShdU/8ww/tbaus9uf3FGgLct4w72ky+vIzzokaHZD1JKqw8D8MjJekLOIUAUP9z8kynsJ2qP+5XgasYGTBmT/M7n+G1mSzQFeR5ji0+5/zdQ0SYkT5eaj/mTa96u+VVcU5aZxOoM/BnX8bYujp8kgf8WpZEFIuvArEwPwk+/Ux9mirZQnh9+zjcNevAv5scOwbtixTkvppt035GXX7JZneDg3WDwr0z0nhqVvFhT35+MdKrnsWC0P9z21pdcIFwJCfNaBQRGNof5GfATcvhPEuUoPD4s9tB1UrtLejfY65/rPCQ2dWRvgmL6DA6bvTMMSfV3NzDfMfbWarvD8N9PWv8vPZ7Oa6hALtVSBc+zCbP0MYbrbe9A35+YHpuZjzXb+H4Ucrwu8X/057u/5S7V4iduAO8edNxCmZh/gzL9QM3DHwCfsw3kADMlKMmfN7YvYd6EJ5HpU/L5ZX9jfdVIYK6/O42bnVNxUriBhA0Gj1q6NwZuu3D+tj9NG+ED+dw+D8207so2ROeqtanYKiOtQX6BuUZ5lvtudm8UWt1sqcDLu9jdqsfPO0JRjEAH/+WUWb7hnqhnenPNd3QVPamrDk56HxVTWLszaGgDG/J9rIZeJj8mfbPgyw6gZaS4vGT8WxcPlzcpe7rIynfqtYuPbbh/UxDLR6pZdT4c7v2V//+YikJH48oz++anbgz856q4vGTyft6sPQ7PqWfI2WgVz+jNcB66k56C7tfIHyiOsZD8wf5mbOLJ4BlyE/t8tu0S7aDKQpf42tCWf9Z2FzMMDJcPb+pJ0nwbXfrjdD/UeYPfpIiIPy89D6WOj51osnufLzEH8WmWzn1yTrz+95kJ+vSWnlYng1UAv+Hagx598WQH11Wyhc/syFTBgNzvoYZ7SL17oQsoFR+w+Nr8JZvP50Q37OHxsBMWVDrBY3tRdIRHw9SHqbeuUn2377bJYPdgejrPHjP+76VengCAd+4Uf/j+tX9UCbjZfVcn/9Z5QT1fqGcm3XqdepVxfN4Pye0MSIVp4d/tyuYxZnV35uY6mmFD7Bn6H+ixZf/fUlUfI9yzbZhpGmi2Uh68jPdD3cmPniV97ac7P6Rq+/sVvc+pkguOtX3b8Nrl/Zll7hH1r/2X4i0RauouAzMOy3te0ZZmRtM/tt6cWVBsdXPUir0jiw+XPSRbBy7sFeX7K+9uxp+Q3+NL5KA61H4s8II4yRqMWD103Yw+p/xjST0YdvLB6HM78uCEu/jXkmjc2wbUFSDwntn8BA/7Oj3xZA135WYrj8W/+zAtreedE37bfrSi2JWTnCMur8rOgGy/Nq6RfZQ7D4c7uWIcdJrAJgzb+dZKq6CFw17Ah3fhInaqC9PY78rPF6Hm8FZYs/06qjC0p5t95zPUxl54ZvK8eUnzGvMqB/z9mhu7bmsqOHzv2WmXLlZ0u/PVPLu7TMjz3/1T5Mx0/SefZXmV2pXC6GuWiOhXem4//Ojz4amp8k92urDMLkzwnrePtK6VoY6keBKT8njF21tOVZ13pJNy4+od9eVaSJ1eiw7cMErkjPXDIQ5vrPoqetSS+bVAhrOK+gaXNTNuxmxX11EIZ+G2/fyW2TAnnRW1tnFZzvi6ZLktxXh+LYb+McKlOZ1hD+LwiasGnXrjh7NX/2WSC7/xnT9FG1jmbXot9ttUzZYkXvfO1JDPvts1lXLFCtlkxcdaIO+lnK8PsKjUZ/Faa/GK3rfBmxSWzw5/uSpJdidk9bK+MPQ35OKvIGGQjoM6sW98bf5eeE31XVdaRl11YD45/bKhvS+HjB0G/X2bJallVZvYgeB9SlwCxm66ap1rkn9zHtw+puWQnqy0rwn3qeZggY26OgbwpJn4fNn/Eiq+ZXsjWPO6FyrkX4n3PPhT4d/vzQ5vNK2lOjb0zWepsmrbrc20LDsN+GSNl0OTAf4UyqS4i7BxX/vguV4qZvH0bL2+quy3wTcwh9/gw1KGQgSOGyiqYTM8ozl9Qh/1Se7MWFq9/Wrj3QQ72qk5VeIjgUQ/wZr2aRGhuQwv3xVXgF4RabLA8ooSIrP7Sc+ldOhvw8qxPYgHwt4hC194Js3VLqv062u/4zfEIiIx/dLESjrwb5QXrkBXv9KlSvDvRV+DGE35++Mz8JkNOxjVu5jrUIv3/8m+MlgXhIYg6hz5/RCiBTWA3kioF+ef4Qibuq60QlQBTY/HlAfo6J0ecPs9Z/jo0h+7CYcOXnuHD7nyNj7PWrHPvtyBiwD4sKW7+tEY2h/d1+OyqG+HNMjD2/54B9WFT8ef3ncLj9z5Fhys/RMTS+Kipc+7C4GHt9Sdd+O1pVMYSh+cNiYuz5PUdeX/LfX//Zkp9jY1C/HRNj82fXPiwuPqHfjonR+fPI8+n/B/NvRxOlhuCOf46MkdfHwIU5v2d0PI3Mn7P+/CQjwJ7fs0qzrOttes/WcusCzxl7e/wO1LJnua+fxTPY5cvQA6hljDSCPEBQFYc8C//FJvbjs73/nz53G0aW4u+HeOntygdwwg/FIe+fTzuy54IABf1PRXNgF5Au9YvPn7N1es70n9V36X2/iV1COdXXfP6cZW+pdCkPwQm7fGEdcv9dKH93Fn8iF9ov9UgAzsqj8D0TI2mfJFW4k+TF08P74D0vyRwIq9ykd+lUHxR2iN2yF0J5WRhbo85wutDOoHO5LAu4ArFCErwQDwV1+Yvwo3ypBD04BFVxkmfY9r+QT/a7DITcPuEuyvKiLA8RYWzyBB9zoC1/f/IBXrwIYurv6gou+UZTha0XIvHspHMFHwAuIHakIl6qH0hvROrIF+JHnz+LPxXlUocfHmjS8Fi8EPvxKi76J58+w7WA6BFu9VBQkUEV74+/CzhD/C9fdMToD4JNnn7/p1POzQsUgB5ptcmMo34VeBRlZvJnjGdy15eZ3sQuH4ZvGD9IWgB1A2d4ovw4uL3OevuB4KwfKG/UJrx6QPK3AHXev/2Me9Z7BBf9UG5y/7F/Lq/Ct9M2ETZFR1I5XOVTSV79Tr05bn2f/uTWD9RJQr2TDr3LG0VeBAf+84nzTES4ovAD/inDrf0SsSwfiQv8Wnoh36iXJ501GXCpW/lE3MfaRBKDV+AfEp5IP4RDXvYRGnIWpGE7klb70RWwK/rjilP/PxhVBJ0wYcKECRMmTJgwYcKECRMmTJjwz+Ps7P8Ax/ySWnVMf3wAAAAASUVORK5CYII=)
Calculate the time required for the principal to triple itself at the rate of 15% per annum simple interest.
Calculate the time required for the principal to triple itself at the rate of 15% per annum simple interest.
Complete the sentences with the plural form of the word in brackets.
Complete the sentences with the plural form of the word in brackets.
By completing scatter plots for each of the following data sets, describe the correlation between x and y as positive, negative or none.
![](data:image/png;base64,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)
We could possible draw numerous trends for a line. But the main purpose is to describe the pattern of the values from the line. So, it is necessary to choose the best fit for the set of values.
By completing scatter plots for each of the following data sets, describe the correlation between x and y as positive, negative or none.
![](data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAA88AAABUCAMAAACLHPXsAAAAAXNSR0IArs4c6QAAAARnQU1BAACxjwv8YQUAAAMAUExURf///6WlpQAIAL21vRkZGRAQEGtrY1pSUs7Ozvf39+/m5r29xZSclCEhIc7WzoyMjNbe3t7m5nt7ewAAACkpIa2trUpCSlpjY61a5nta5q1atXtatYRaQkpaveYQ5oRaEDExOubWOuZaOhla7+ZCteaUtebWEOZaEOZrtebWY+ZaY5SU5pTmpWtrczEpMVqt5hmt5ine5uaUhOYZhBlalBmtYxneMRkZlBnvY5y93kre5gje5hnOY7VaQkpa7+aU5lJajOZC5lI6GbVaEOa9rVIZSuZr5lIQGUpSUrVje4xje0JCQubWhOZahLWU5q2la7Xmpa2Ea621rbXm3q3vY0rvY0qtY0reMUoZlClSEHvvY0rOYwhSEHulaxmMEClaQhkpveberQhaQhkIvQhavdYQtWuMpSmMpUqMpQiMpVJjOlJjEEqMEK3OEHvOEK0p5nsp5q0ptXsptUopvYQpQoQpEBApQq0I5nsI5q0ItXsItUoIvYQIQoQIEOalOuYpOhkp7+/F7+alEOYpEBmMMZSUtWuM5imM5ualY+YpYylacxmMcxnvEBkpcxmtEOaEOuYIOhkI7+aEEOYIEEqM5giM5uaEY+YIYwhacxmMUhnOEBkIcykIOmutpSmtpWvvpSnvpUrvpQjvpQgIOkqtpQitpWvOpSnOpUrOpQjOpSlavfcQta06jK2lOkop77UpQrUpEHs6jHulOq0QjK2lEHsQjHulEEqMMa3OMXvOMZTm763Oc0qMc0rvEEopc3vOc0qtEK3vEHvvEK06a62EOkoI77UIQrUIEHs6a3uEOq0Qa62EEHsQa3uEEJTmzq3OUkqMUkrOEEoIc3vOUmvv5hmtMWvO5pS9pbWMlOb3GUqtMa3vMXvvMbWMtda97+b3reb3Sub3e3uEYykICOa9zt733hApCFJKa7295u/ezr29nLWllAgpIff33mNrUikIGffm9973/wAQCGtaYwgIGWNSUs61zqWllBAACBAQABkIGb3FvQAIEP/3/6WtpQAAAGJXtyMAAAEAdFJOU////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////wBT9wclAAAACXBIWXMAABcRAAAXEQHKJvM/AAAwXElEQVR4Xu19226rOtgtFeVYKATKzC0vkD5HJe7yAvtp+qJrq620VK1GmVqrnWob7TE+G2KTNJg5e/PvPwMSjINHPh8/n7C9M84444wzzjjjjDPOOOOMM84444wzzjjjjDPOOOOMM84444wzzjjjjDPOOOOMM/6/Rrz2zzjjjP+ZiHU2HhAGQbANgl/f9HnMH/+X8X0r3bfz0bvfSfjNwffdfP/Lkss2qHQ27pF2+T/LsD/+WeL7n6fh2tu7Hz/q/Cnc3xtcR68TRxi29c0387U/DZs/4FNnW0eG5R/QqSPKa/O5P+fbBk9G/P4p4T/LOo++MTqWUd0a93/M943Rq47bb5NPnfm2+77gQ8TmXaozssamXWnT9yDOxyXGn6GpC236HjRvvjZ9D7I80abvQZhrw/cguWm16Ztw+b3JJX1utOl78N3RW9XfyxfmC236HkSdNgxoQ20gPnH0pt9DnJt8CmPOOdz39WH58Cd82fYwAf0JX5GX2jTgOJ0bafIUaNMex/nckN60owIc+APC9DI84PsDOq98OSyu/4Tv4pujd1V/L9/y5aDB+0eIupE6Sc38vEmSJPXMY6N/cYYfGAX4p0l1eLiQZ29GfjYdHx5OsmZvRgSZrg8PJ74iN9K36Xp0IGRd+NLlpTYRhvujxzQWebuP8G+IjvQ53D9mOj52OOA6z7QJMN0eOxyQfXxv9IbfzPd0Y+Rn0/XoSJAV9VMncZCfky7SJgKpzsPBb/2ZC1s/G0THPg54tfSzdnpAJAeu07gwC9y9694kH7EQ8zSyl71+Vg6H7+GjfqBhEunSKB+Uo68/DkjbGyMf9G4tFm3BcxrJy9KSj+cXH6cEXr4Y+bkX7JBLbF34Lj5etQmgw+EcfeR7GpWVXOBoOM2PPh0QPhr5uXevvq0PLJ3Kr8P8bOrn4TeS/h78R0M/g0Z4eLWkpZW6TiEz8zPrD7jYZGIjtnxkCpZ+huPjfGK5D44TKJ6t/CKuTS5loy2nkUbP2kTAjfAdsgkcCEtTP2s6i02saKt+mkL6uNpnK7jt+WgyP+pPplE+3msT8EX09pYufOPopdfodMTY/zSJ0C7+xREuFtfwmwOi231+Fhp1tT4aLnzJ3bj9nLRLbQKStBQsQCzGhVMhYeLqZayfQZSqENTorfain8CFmZ/p1lvEpUEGq7R896+EUD92CtnHTptIB77NAd8iXq9d6Sz9TCdJsogXmkmAOu9V4zv6N0n+NevvdMKwEiIFL1lIFAEucWPpZ4Yewv5KZBkA/74r+fRjp7C5XO4fozTgi1Mh3gN/W5aMkWlY+plOEXylRQZ4m0UZI1T1Y6fQHOhTiY4x4WId49sBVvuZPEguC8u3kvwQRfx1Gsv8SpuG6BglP4Yo4eRdbznu37baz4sm7G7aNvRRg/ertv03m90bd/Vs6GcUuOl11kYisQpeyhtrK/3USVj6GY5LP2QPuuKSr0UWRcsogqguhOMCvFxHeSE8PZ8fBR91XjkKaOpnOEjL7Ee7FqOc5Avzbd2+ujWIFkujf1vxdR0TuKZLvDjKb255tL4D4Vg/p3HR3kmCVISIIz98Cu86x+BbBEZ/GPgWV5XwUTJNiU+chWHx7pKf40szP3tJ2UT5TsoWffJ4uP8rrBoXOjt6EeRlE97iH0Qq4ZKzDINqg7tphAd8EXvk93ze4p7JzzH4vCg36tvky7pW+PbnYoUIzrvGifBAP3tW+zkti7yuC+Fd53fI13MRm/oZ3kb6qbuYJg0vuaIVtBpvJmHrZ+/BXwWwUVSCTdYi7y2KtkIZOQ27/ewhfoJtRf8qIC3e5XdRW9cscfRjp1BY+tkrs6i+RFRowOYqXGVZVz/veDOJ9F+zfED6Lrq6HYKPDFkQ5MTb47t+7BSgnx+0EUgk7FsV9gre+114ncRVXjnF9ebZaj+nPtIL4pKi9fA2Tdc1C7f8Upr9YUjLWbT9yOBQcwGIkRAxjLTvwnexNerv4GvCbZ0Jyx5ecp/X8K4Ln6mf4bDcRVvk8D2fl2Y31SLN2sKNLzTyM5zH2Y86YM5VbIT3d5vnt4+R2zjZ6f5tRFVavdUiW5JFMb71L87wH638l6RJVd9JAjJCoZLc4sQ90s9pWka0oWTkQ4qgrkc50jKZTsMswJFG0mTdBoUWT8kW+qhUPG0Ds6Pma5jjVXCdbl6DXEWQECKFZmhw+u1biFqzfu4E0uWLNhEb+Der22uDL376J04Xi9TvIpcMCP1s5D/goahRRRM2nt4ibJly4jZ3UfdeGoT7x0CXlmEdoRJH0TQjQrSN4WeaJxHb9e009fMg+xQ2zZeU3WX2iR8Z2ZMYVb+8NG7fdp8w9YRkuY620FkudF5ojn9RvquWOXzv3bilakojVsocYOpnuEf05jlcIiVqviRdFqVuj+rnTuCw/eyZ7Wd6FvlFZPPDV7Ar6xmIL239nHhN0CFBatATYgVv8XYS4/azl4aSn3t48Q0DFGJfOpVoVvtZ/PujRn1bCHm7yCRi3ts6ctL31vgzHVzdPDciGfmYoJifUpRgTk2XzT92/xoCNGhZrmpGz9dNoPeW5cQk7PFnEHz+HbRGA9Xzcwk+hOrS8MiXSHNTP9N/RWDrZ0iWN+pWP3YKI/0MizaAx4SJgAXqxvhLfTeFpjb7tynWj4+MeWMPREbYbn9DP4PF8x66Xyo/C+h9NkCSoj4clz+Gn89GfZt8fkv9bARfc6fSMX+cRnSy/SzFxDqvw4V3taxYxXEiNeGbE4jA5nk7RjiNvdCsM/52+9nbLHV+VoTeVYv6LcOlMyqWX+OgAzTuoJ8VHaHyn5f+g/wsz0zAHH+me2QQ6GfxLu/Ux0tXj9JIn8QistrPcLFG/qNRnckD/u6T6ajdd6ycwIOhn5UsKEuVflZfGf0JQxGYI6Nfwhp/pvu02jKghJuMXtkFf9FCbiZhtp/FuzHyM43qpEc/JPk48tnRS/nufqEGrukU4y5qojfX+rHBR/fwHkekNZsUP6L2doFbfFj6GRRo1ebIv0PwJYuok1YuyzT12CkkB/PDks7s34ZvkUSDj+Jh9fNB+PUvzrg6pp+ZeQ0oK9rp507g4s0uH5JkhfxMyRSY827/htA3mdOIndl+pnPWR3r9zG9lRDL9WG5cPG+3n+HivX1R7WdNKpaLMOKYgX7sBNKfY/3sX+7bz0my+WTl8dN7+BEhfvRjJ5Ca9W3ha3T5IID8aA1Rsotn6Ilp2OPP9J3WzxpoT25v1+AVz+vnTmA0/px418jPpFVsLB6DQkoQJ7pR/zYZfvxCe1zYBGiOd7tF9Jv6+RP5GTlccwH/PUrz11vfbk2PfIkw/0+bVBD1+rkH8vfbc6dqFPqxkzgy/vyPNgEkQREU8R0IlYj0D+54z7/UzxRfvpR+dgtQUz+LQEN9W+hwNnndNq93KHBdcEI/81s48YVa3g6Xadj923Dio77dcyngh12I0tuFb6yfwfeo2s/CqWnh6Vu3DlprfhhDfDPoZyHzKulu89ImcMrPi8fVwCeSLIoPlCyoMShKJp5una2qtVNrxRp/Jh3186voJnWioZI3r1WYSRKahjk/TORLO1Pfg2NRVWl6x/azC585P0z4oJBhM9C9frxc0eC3bu8ZRPm1NgkfCoIbtp81m8fe3byuA5X79HMngPbz6Clrfhgl5n/kNZo1wu/iZwtH2s8vurE8YGg/68dOYdR+BqifDToPQVDnHetPLg1Ks/0sElwjbsWnik0+8EZHraMfO4XMjCC6uEJ9W4pXIaMdx4huWeTqx07B0s/C9/7SXpsNSuFMKyhBJ76bW6t/GwrA1s9N8EsSYhaYBd2X2Fza88OG9rMG9GndVsVT/lxB7U/juH4e+Fg8PK6qVRtEHDXXj53AwfywDerbOjoIFFzLGKXmh6N+tueHgTD9ARtNxrRX3yA/S38LW/mTGI0/9/p5z1jGfhZ9yJCQfuwkTvdvK14Wim/S5wvzXFjzt0Xi3RYR/gmDPnHcUz+LaRJ2+xmH1s89Gz6oM9au8WPpZ/Gg0X5WFvx4ReeSuoHD9vONtJ8VGeGVVVvXl27Daak9/ky+YN+/3XOyuGGnsn7uBKCfB/no0G4/48Luz3fkq58123GTWARm+xnu0yqQ/m0lopdkdVDE5XX1FjhVmE63n9ktUj+9p+Xrcx0ixUzjoPqVdAFyuKIjY3wH+gXaWG7pxZwfJgyl6g+TG3xU9Ub0s1N+PtTPbD8LFWmUSGUR1JXTgPahfvZaa8KPUKKyWbfyL/zHebDmbwsB9DNVnbAJPO9Vl+n6sVM4rp/FoOAl63DV1duVtPcncXHQv220n8km33HE8sFFvoP2cyz1bQVasIttXeX1re/CNx5/RsnP9jOryj1o3bSO5ddB/7bXPO77t0mBlNiGxeqGCXMam+fR/LCN6GfpOiUhFJb0+JSdTDGYxKh/eyP6ee9ZtDbe5IEVR/Ud0NQX2gRQvjTamnxltUJ4pFHNOQf6sVMYtZ+Zn1ED12T4FNDP5IF+3jdETmBpj1dp/byXT8UqAtWpdJ3Uz8JZVmGRc4SY9/oXZ9jztymd6GfpOaf8QrkT/exSnn3Zfh7YknVXpXFUc8aPA07oZ7kXQ7miNnCS77D9PPRv93wAIshtPHthjT8LH/WzmAZOL12hlse7SZj6WZE0b2b7GV9+FYUFItxJv6TG/DDlvO/flpNVO/nDDdq9LilyNP6M6GgD5EjFhnMtzfpPz39x6286iN707oN8vXhZl5VxfNVtV1dOEyot/UyGa3O8itWRG6WfbzgLaxqH/dtsP5OJZ/+Ff3FLLslhf5jVv01ar4j8pAhUD6CLjBas+dsi3O6F489iVmCjTdoHNE7heP/2wMa6E0cKyrBmv8I07jl8MQBJD5pk0M+UCGdaSH+Ek+eLg/bzje7fHvjwBSm3TjMY7PYzXUA/X5OYPAKYy+hO8uQ0TP0s4oh+HsJPbJJykTaXj27zSazxZzjX7WdNyATO5gGa6S+PLvl5pJ9V+3nQp1APz0GTeunnQ8sa8jSa2uweIc/dm8FXRm/tTdu2Qf18gxrtNEbt542XKv0ssoLRD56RHSFnvnXqDwuN8WcSWPqZF6mJoTgEnUt8nNTPirPpMmotXePWPznDmr8tEuv+bTHLmaj+bd5M42D8eaH7t3suPxeNEbcfTgGave2zPRkG/TzA27wuUUJIJ+s0jrSfUd/WPbQKYq5c9bO5Pgkl8H/p6TiKUuzWnapSTIPzt4fn6GTUv03gl0X35la9MeeHiVu2n1X5oD471V+e+I+3TvrZbj9TP/+6MPq34xtV30672in8DtrPaRcgh5OM+aOsOqDtgjrnDM1pjNrPKPvM+jHDV92+BrnL9NsD/ZxIciExT+EUWavcaDd8jcn+bWRINh1R0OVqmqb6wR3j+duijI0OUGBvpR87hXH72VPtZ00IQxOEC+Sfz8p88Gu8bvcdoCwMVfsZdMLJc7OrJMxTpw7ar8efCUUJ27TIG16nYLWfxem7mh82UMJqk6FKItyTSNubvRoSJ9b4M+55eFCyUiOZxKc1f5uERv82LTjeREr/EsXQNEbvV6GmaY0/e+XPDxTXiKiWrZhp2PO3iejDnG+WluV1eR13b6GaNzSFg/ZzKuPPPSGLM3Z0JsWvJye+g/Hnd1bnBjqJAdKGP2Kn9t5U/zYqruxZo6DboBo964Jx+1kGpxgjmkuE/s3+bXGbDPpZrKCfqf6hAF+MkYqvYTew4H6vn8UKNca7IgbWBepp0yjyh2G9GSFBgfs3aZTfeh/Gndt8T2v+tnD4nC7LWpjY8D+8colMpQWewPj9KilLlX7eWyVZ3rEyJjansXgJ98/R8b79LDZs+MgEyMqtf9tan4R8yM8yW1TkY11pK/10fs4UM42D6E2G8Wexkh+8FK2f4eYk7PFnONH92wMfkh/8mcpbVw44aD8juaAeQ5PYpFdSCq4jo9lwAkfef+7MDsuFHwUcrqOgQf2rcHqH1cJB+3lToObON3i9RfOqelY3aGT5XIJHP3YKB/3b0KdhKnxlsysRAtVlsUjS9zvOwJrGqxFBDL9P9kyCDz6Od00JRfocoIGFJpZbDNnvP4OxCQLIQ/ne79cLeDrzy4erihnGoUabhiP9nDb1JYIP1Ok6k4ncSANtRX6X8DPff6aLJGUHtLxQnTYZgg/Wiybq0Hh2ofM2j6P2c7lCBRvypV652zEo4vZyl6Zxd7dPuCdg62cEkX9TVw8UL7l65cTHRRhUZVKGfKvQAeP522mJhrd6Hz2+5xwXiQTU3h3HB8bzt1Mkl0yCj/LRosqzxWbH8QYXmOPPIt8ur7OEBWy6fr1KvKuuy65LfyVtfv3YKZx+//mhCfMWsQyuMmtvbjsk8Jl4H7WfH+LVTZfxdREvzi/vSf3g/5Vrq2mM2s9p2dzdLn0OziV+HjAZxsuuaHYVu7D0Y6dQ2AU43y/OwyvypVmAwI4jvox4eZnnbgOe4/ef46Jti/84FzOtfqHmwI6IsKpWaF25RNB4flh6VSCsJAOWnXqzAJU7jhjDRj92Cub8bTpZ+FXe7STsr2SkN732s7CCV934Fpf78We4kNfR7xqmGO/+8mXHKPC7p9fdyjE6rp+N5g8QZ21bsfxiPwmqNFT4iN4i2rkt0GW3n/mCY5dXvnTYySsx/A/2wbQMSv3YKdj923ybH3xXIt+qXlIlleEye336C6WXC99o/HkRV/Avqv7g+cEeaCSXPCwqeZ3age9w/rY1/pz6/rv/LostlO+y/P7s/DxqP39y8QvQUOI0K2L4YZPGwsyUqZ87gXH/NuVax3CMEMgKSUhpUxQFSh6nBGmOP9NtSS9zyQmUN0VWerhnGOBf3Oomo/Zzen31tw8+Ntl8CpX6RVXRAAsH+cbzw9JrFXxwi+BDAU7DWudrB76FPf4sa5FI2KvowAN+07ApSRsX+S6Xxt+yvJG4ZAK/ZvRSKMRLJlncgc9e3zPZwLt/I/jgdLOudvT25wLRu1OvmOnHTqCxp/8xev2/1Yon7+BjkOL0rlUQTMPq30Z0kM9n8Qp1UqiGAZMfKmJOzV3r/WfIkUp0XDP5gWaN7xjJBeU3hXeQ73C8atx+VtfBoK/u8C39vCci5NqTD4bTOBh/to28wMCi24lu1MAanCi+T1sHuCgE+/1nIwRhkluhBdz0wcH7VeKIV21QNhRX2UzAbD/3jg2T6inSFi58KfRz/xydGub+wrRIs9PrLKXR62HT0YgvsgzZcBoH7WcNFfqkFdDsxDfSz3sTb/RFwBnsynQSB+1nBSFTF20BfzvwHevftt9/ViIyVvi9/0dX2O1nRSQ8wipX9QfqexLj95+Va3Gb8r13AS0kaernTiAzx5+V214YTcFDWbl4vri09PMA5V5/6RTpwDfWz4pDeCCdFosQo37uBEbrkwyCDBT6RpsmYa0fBkfqFLeMaM2l54vpp06hfLbbz3Ajqw8oYjGJv5VRP3cCFx92/5oCM0dPx4uS1UW+cf92zyKgSe5UsejCZ83fFjf9qZh4YSkrN/q5U3DQz2QcDLPx/mzkP0Whv4Zrb6/Np2G1n5UT9TEI9hbTMMef6YTuBip9r77cYK2/vXe1J9V2jpTW/G062VOQYc/iyAf9vK9liBtFKAbFwKsTF5AkW7N/uz819M2eeBrW/DBFoPiVUZnU4QSr/TxAnBt07rDW31Zy7J3TNJPz6cYexdMU6hSI0ZnwmH6mjaJA/V3KCAMkdj8Px59PgLqCro4dA0z9rN2dAB86egy4f9MVPNhpR8rX/RRkDVkBXx76+iQy0c/ayoZaGF3YVbAiZw1uvzjV+LOWWRwdg6Kjd9WTXx2in6W8kTvt6mvsffLF6aV6/Fn4TfQimdi7Ozw1zPlhyo0QjSKjB10eP3rs33+G7ZeQ/8AXHX51Kuz18yk+Df3kKQzrb/NPxhj7Wv705HFEP3dt83r/urt/bfCdNThwm11k96+4vorFjKOptp0Pw8U9SUHTZCTd4VCEw6n+Cwf+mf9ufsTp/evFxUXzs/7RCB3sycFDyPqPcONQT8CxMJonLXhcgLD552PFfwUhL3SJq6bAAUr+QZPhhIHPnDzuo0A9RwlhocXjQVaxxJcYdqaExlWftNllbQDvUmqx01T9oYKT/yOf3tGJT/GYU0x9GIGng07fDdb7Z48eTfbW3UM0Ta+kAimF1Rz4uujJ+AietP2pTvHLxUXxFl5IWhF+dRVW2slzYlYmuTJsDs4+uVz8rEMmF2Ejk6Q1IYFRhKM1aOSLLr86JYk0HfhEUtwoazm0QZ5UZu0DefbYRx5tmvaywp/KjQ4s/Ihz4NR8+kuC7osv+bm9G+XnJNoGwaWcj/IdPL7giq9L3l+KUT+A85hZnuAV30FQ0wjXvBc7ZS0mMOJUzOon/fvog9/BQNPLtsbl8YU/8I+EAfx8Qp6Sx3gIJ8/+uj8hnzDgfIF8ctE/8Us5EaOWWhH3Yn598Hfx7yCuEo9M8qN8QEMoax2aVqCKLX2Av1d88s/D3/dXZeaXXAfTVx9+fYh/6ZKyIczkrrcTf8qDe7tTB8R7U2LiFH/BVuSk9NofPBg58ivP/qrv5CkJCJzwrkSOuje8rOj7m71j2O+9ocww6hRCPkWg3A1iUKLBlbLiH6j70akE1Iy1RC2J5Bbfilk9CcjfK/v+V0n/B1f+/Pj28QY51KPCqUJBKPDFf1ZiyS1O7T8xG7f6fD5YFStto+syLmN+lZwXdQT4YTjk4bHZeCJ7WfLm+pqMY/ynrwp0hwPPXY8+wiA/Lqo6pFy0jEvbPXCtr3smkeRaEck378VKGMrqV4GLuvsa2pU4OXlc//Xi80/kv0x5RuCz+ls51BclFe/4b3F51eXyt3J/4N09BtE0wRdH6ee3vXksm7LUDKdp9sd/j9F/g/Aahpj/9X+iHxde9R/DKc77v28uK3hFBd5AeAh5GI7pHOGibmjXM+lHyuqjGIJmio9fSiTzFHfilI9EdbFQdifY+Chd9g8eOfrkF1022gaHhhExfVDy0eEhGLXz4Xa46+50Pu6RdPv27pyN8gxYzuJno/38uzAYG7s/7I/RmB0cE/h0CJAid1qG0AHyb59hQO+LUWz/EEf3l/wTWP3bf46FOd/TCVakHMRQc7Q/7ChcYterjuxX+Sf4aY4/fwNOr+/5+ak7y+V74zYCa8M3+8MYZvstaBUcB+p62P3bCel6IdXpfW7mJH27A1SLpxnBxMssFNaGvnBM8UBETkD9gbt8qTn+DKg4EMHEMJNutB6gCKYkm8Fhwlp/W2TBrcSCiljECP/CGfZ6Q/ShCj1FTt7937nAil6RSKRDtLJ/SQSe5Xdz/JmQZCIiaRJN6Qpz/FnYJMiEjSaVoNWPTjiyvqe9fpj6B4HczoW1PokaIN6wn5f9ljhVF96MKN+Z88PAJO4NiJCpexBk9oAi+cxuRXo/Tebwjd6v6gUUUt6I3/Xv01iM1vcE1LdAkYPPWb7x+iQKs0SyYK0fhujdh13vcf6Je/yW1n43A58IyEPMM/gaa/0wQmVlAFewK1pnHIw/K/8p74JJfevfHWCtT6LAK3jE52I3h+9I/7Y5n0SDvNo4F9b7VTIiRSYQyrW/cWcfzd/WTOJzTdab3GAW4Cy/KYqiFZbhdIU5P0zv6yBUPaHAnc/Sz9aia4qN7DPovNLMz8Oco1kUFqz9JZndcNHCycFTLB0xXp9E+HjRRt7x2xWWfmbyk0PoBLBV346w9q+SkFQUwqswh87Wz0Ij8qiPokLOVj+74HD82dwfo/Sbtb9u5PWEcr3G3eza/mh/SW+xLir1hgdQZkXRuK3z1cOaHyYuy0ZeBgI2MfjWMvfaGaP9n8m300ulwc+7qmrI505o749Bh3HDucEKpY/w9OF9V4zX34ZP46bfr9IrsyqTxQ3079MY6WcveS+qQt4L0lYzYelnSIJ/WKsQU/DizPHNS4WD9Um8WM/VRiV5XRQ66egHpmGtHyaClA1fGiAL2ZP3e3ltyxWj+duJnyH4pNoApdpo+WZUN0f7V0Gi93t580AYES1+trueId+BfrbW306bLm/b4pqxTfNvvF91Zc4PQwoMg3obdJy5zjdvtnWd/3R780ZjNH8bSbrT+0F6yWv7UX/cyMtB+olpmAU4g7Ms2htZm5jyRVVTdHyvyp3PXp8EybFqZX9JRS4vazluFSgYzd/2Ej+UDZLoX28drZpVNION/U3m+89eWkRZIy8X/SYWZvuZqWQX3XKjHPEvzkXIDOouYGy+tQ73ZdXdvqLqCYpF9fhRBxEXStO/O2Csn8uiu9G774DUuw6j16sZxetofZK0aLd10BYPvClXz28iH4ldYetnZJfqppP1tyWCk/Vd2FzNyXNH9PNPbSLSLKjFB+Dni/5zqBWs+WFeusq7n13NHbFImP/QOze6l2i2fv588MM32jB6/C6Poryuqzk9zK/mCzgp95esP2S9UG6ccHfFBSfcXpTUsNrP4Ms62TBQ4DXtc54/O24VKEiXZvnA9NiqFecYIVHnIxA7CKkfmMZo/vauk3fycre9Ao7A2l/SS1K/Cuof/fokife5C1xXzlQYzd8us7u6lvW3kRSjKgM7UguZHXFhLQ8HFRppPgqV+LIvLtldYbefm/Ymih7rbYYqcbr7t8igrf7hy5jOCJ/365OguLnOWiO5pFl7t0bWmFHanp6/veG6ErV+l/oqMnOSK+z1SZqoiBclOJGMFsVdU6Z+BA/MCACr/QyS0r+DDeVbVEv/ofQ7LiQ5o//KLMCRgOLmJlDrDS0qLgXFBVmdFiLTMN9/Fr5iv7/kw6rg63VcDdEVdv82yofrolbr63IPLKbV7Nnx1XmBtb8k35Znb/w655KhvwV7/TCUN/5SrU+CO/yw/iHrmLr7124/e2nc5IG8JI+KOzRzWtT5+wy6g+7O0m9r8omwyI6cvE9BXWHN3y6X4VVaXrSytHFcUL6qvp1V3Ry1n8s4e5F1MyhTWtyqRVjc+Y6uT6JNAFjLqL7hAiismoF8RtNAwX6/iq+cQtCQIRBXsmJazPVAaHCD9f6zlyDj9usNxWqZL66UOoPv3oxwulPrb4PvulVhXXFzAmdY7z+TL77R+z9DtFAT8cYNo/YzPrL+NlPkVc6IQfg5Ls0ssNvP2VbWTlz8mBVkJsb7SyZcekzpZ4hYVuHyjbuH6wemYbWfGX5lq/ab8koJ17iVNSvkVxc0/fR8QoS66/evIpdsPEuzK6z2s8+mHap4L1ybUMv3zOXwaXKDOf4sYgzrh3lJ9sxyYpZ4E+PPDLlMtpfUSxjNj3Vrfc/0ShHc1921V6pkmCy59r8zRvoZ5Uy//naJ4gHRw7XR9c8uyLj8kwbjGbVPtZZUKhtF4S+yQPKNI0b7xaaerL/N6EnSp6ih/+dE0EH7We+PAZPaRxv+dVsZVsHq32bQUZg0/HBbjesQ0M/7Il641PqeHG1Bilz5K67Gpn93gKmfwSAZWOVnRC7+6Yq9B3LnBnv/KkZIv36Y9/CzlqTOROQMs/2clsyLKGn0WqMM2Jjrms3gG/dvq+XmRCbufK1sZ/Ad0c+j9T3TVX2JEEXdwm1HxBHezfFngONz3t+XsmYfxMZNtZ2zzuB4/TDKp9q7AIf/NiHX53SG+f4zsx9i503617wmQFjj2oerG0brGSAF3qjtj71k/atuo4xFrns42vqZ8lE/k2ARSVOSVbzxnN0TsPRz+sS1+kCBNoGRrOZgtD+GcCn9DN6rsEGRAf3sXqsbtZ/TYf1tiVtERpTh6hx8xvtVAF0mkV7Pm/HreyUXmZvBZ7WfGR9MMXdomEE8erPpUAN1jw57/W1K5XM5WPgczb26K1NZFGdGpXji/Wf+QyxblVQ/8MfsaJwJ/2C/G5xZgExJKWFGC5HrX7piNP4M97q+jeAU7kXntvOuxqj9TO/K+p4ed1iUhgaus/KzEZuUSvavosfTXdT+qrfsDXOPcGt/DNEksr4neNFOkcoy8rM0gt3wYPZvL/5RS3Kl1fZ387O9P4biUut7QgWEqzRdqtB0xWj8WfQzasyko+ev/2Lsz+CzoxfuFl2AAhwGtKvusip6ymbpU2t+GNxJipERByVtxIbLDL5R/zb3h32W4VLuOxRmYRTKokiuOLY/hqmfRcgmqKsmQjhLqM7EePyZHJuVTuLkK9unOT0Itn4my7D+tpLvnUsrumeYeyYXDaRGiWfVHxbf1n8xozQvs/Kz0X4Webh/lYQj/ZrdqZ3A9APTSP+xx5+pn29EP6t+B0R24bbTlEKam/tLFvUtO4Q2lev2SAc4aD8P62+DPbpCacui292/9vgz3F23sh+kcKfvT8EylkmRrmjU8vsKlGqj289QNHX7s+t+1f/OydCj/TFQHUT7uVUKJUnXEeSTmHaFtf420O+PAdZgG0U/2jooWOS64sj4s5H/VMVksapfOK4BI86ZsNf3JB3KoFZ27Be6tGpZ/uoHpjEafwZBr595g9vV3aykORp/pn5Ge5RTcsqwvrxHGyms3ZZuVzDX36ZUqv0sAUlPpsVjHc4YT0ufrPYzKLR+Tt5v1A5T3CHKvXfa2r+KOuAuXpRrx83ijiC9NMafKd6i2HJlcRjXEYJtEbqubK1gt5/BotfjpzF5Dy/rupvXv33Qfr6rX3FJvGLLXZXTLNjO6Qu01w+jXGj4RChPIVO6XuWQL4adM0z9LOpkrbtbEK0vyMlMhDOGf46sH2au76nCkaqAA8YC/YMzDtcnQRxLAKib947ljzvtqH8b6Pevkhtu/UKT/n0ar6MCF1UmrZ9hCi6jqoLn5/SHWfoZcST7VwmzFOab4g0R5twiSuz9MXD4gfR6MlJkD1G1RakrRvPDXtugDavQdffVQ9j7P8OTffsZCZIbsm3YHwYpXWH3b8Odbj8L4yJuwl9qAFo/MInR/pIgkf2fwajrJlAHc9oah+uHeQWbzDQmkC/6YK3J3b/2+mFw6MtwCAvC+v8wZBHNnJ/jipPtZ4rLz8O/aq8b/t9cHO6PkWRP796nxBHir5o3nWusn73E0M/gie9URcIZR/SztPhIVxZ3XfHaqf59R1jjz/SkbEhEZv0p7+ZU3w/W90SAQh2j/sD8TH62n90Vfnlr5GfUPt/D7un14sVMpbOweFwN04vpP4ij96/i7IKyjKNtJav3OiI28rOEGPRzP5+LduVPll7ufKP2M/OzCn5Wazhemuykm8QVB/tjJP5dhtJZzMAimlfVMdffJgm7W1DMbOjRiBU9NP9mDJdOjj/jLzYsw2Q7I7mdifH+GCgyQwSJiiJvkcmQ7Azacf/2sP+zkEjxQEv9wDQye4Fm5DfoZyWdImme5+S/w/2rrlCB0nwALKt8Rv+7NT9M5Ht/kf7tz4eofpJl+sOZ/dv7wknJw71cf7e6ba/vSb5NEfwg2SIKWm71dlnnbKu5wnpfksXVsL8kPqzVsFd6/4+TuBi9X4X8/Kbaz9ymhckwvq137oRj/exdV6iui3QE8mNuDlhO4mD+dt9+Tlf1nfQDzeoe8Z4Ox5+N+dtKTG/xhGaWvtO/OMOevw0516uG8SRUpWRn3jpj1L+Nc9nrZ/AVaoR/Dt/R9rMyMmjKf6me903iKRzZv0o1iOSgkIXjVi2CNHrWJkBY+vHn9C81XrW4mzM+Z+9fRR4mwefGuQEwwmLcv73Q+jktomUUhVFet+G9e3yY+2NQQFRDfun5XBKaaL6o7XIdcRC96d32QrydsQ8QhjifpZ9NPhxlJXOglXS0uFad3a6w289gkP2faSxqZE1ef82ZzhQdrB/WPWkToKVM/+n1M/5gJuz2M+IjlNIw5cBf+qomTC3ctp4QmPqZAbDv32YaClF7geqawWfO35YcXN7J+LMANk3e/scixxXj/auG/m1FB79XCEtnvsVPWz/L+LNK0Kh4U8HMnB9mzt9WIpXLN45C/16O3jwv9w6FT/QzfZumOMswqLgbmCus/TGokWV/SeGjBYcvpBRzhTV/W+TT+z8j3AKZuRa3M7oTLf0MKUq1NZBXyjsdlLFs9wWcA8b7V0E/q+mE3vrlWbrKiznvDyRLo7gWWO9X0f840qVUyBio7iGpYbefE39ZyYJIRbXw0vvonma/YgvEEWP9zPqm1qcPVdRwQSXw6d8dcLz9TG+Lz/1WzXZ1hr1/FUikf5sN3kXMbUtSnyN/zkiXz1Z3Ofi4/zP50ifEPPXMjOqsPX9bebF4fBKF/1vg/O3BKcXbjz+THLGznePd0f4Y+Lpu/6+Mf5CQfFn7OkdYu3+b8qn9n3EWMtk12eW/27/tJWX1c80U11TIg1JqpZls5ad+d4DZfpZ6qvRv01BGQYFssYjyxr12eLh/1UH7GSi7GnVEiSB3STXs9vO6C3Ju1pjnFRJSfnnT8WbOfEp7/yrItFjWocwdWlQvwt0G3Qy++1EB/hlzr0H6Gkj9u7v1PG8ftJ+b5xfZgBAlb1vFi3WIChrt3ZAuX0b5TxqQ5PPeu+g6iaN549lm/zZSN5ooXcVKjTuFhfH4M2KBG7pSQIJjnVI6usKeHwYFHd/UMgCS+FXhP5QZJ2zMENaevw2XC7WVJCjKKEfExDLa5Axr/BmVj5wJuGUTA1rEL5V8M8oHc30SSpU0nI1I8VDzbtdJ2rSqCemGQ/1st5+ZgB6yLqjrrtA17pmwxp/9rtZo44SvYirM6T+29bO3aKLnOl+9i2Ig1xs+cxSWuT8GI5mezSt2oSbIe3eyw90cX4/meyK7MOyYY+K2RmEWsqnqzmf3b3vJddHWvzp5ax6Jtfux6u7e+T+usN+v4m6aMqf8Nyb+KaSP+5dpwJG+h3kd/KN7SPD1Z/PDkPZ+BDWKQRAUjx95fhvJYgn6dweY71dBnnQXbcGnVGgcPYerbsl0rZ+Yhqmfy38/mOKIAtoJsXvTIjSF2xVW+xmtb75Q3akSf7NuW8hXPHAFOkccmx82aj9vPktWKWJuCTlLVAWr/ZySSFCmnw/DyqSzGkR2fkYLTdggmUgpeJgh5evWLsBFRO7fmKR/3w87LboXEOP3MfZ8SZxVFfdZFEZHjPZ/5jsAmo8yxa/FKxtCOBxhjz+X3IwaVwo0I8wMbC7t9rOSjzP9CZCWjF13brN/G0n6U1YVZtLzygvZl1OVFM6E4/nbaPSAj/tVIhjKi6LgYjEzvG7q542R4kC2E/lmSed5P43525Cjj15Fcp0VGd9gMmJsCkfGn0f6ef87/mOGpBpW+/lLuPOOx581bNFmLAJpt58HFhoX0iKinTvdSD8PDoVDNbEM22kcjj9rKKk2rNkwibvCnL/N3MekIqlnhkwmrPVJlEzayKSjWWekx2u7vq0NYvpMUyGaJesoerVJE0IyMs4htNrPBpjilHyDr51g6+fBIUxyI4zunUtH9bOhT0W4RK1aq44ZUaMwGn9WNHLlhtxi5pd+YBqj8WcmRrVi48CWfM6R8tV8QV3kkkNMYiM37vKp/as0xCXcKo6esDe64Nj+koNRaGgzg89an4RQCo/n74DrkwwutXSyISQ/8oU7JbITRv3bwqGuikMifEb8Nub+kpJUxMeEbueS2V2+g/lhAqY4JSDvtNEJ9vxtCsJX+nWKVjRidMX0/DDhG6B/cYf1/rMmUZyaWn05Y9S/rVmERH8DOiRcUIz0s4ZpnkMH/WzkP0Uj6ae/UQb9wDQO9DM+SIgDkYL+3QFW+3kjktD9LA4T4/VJAFloFpAb+ZpBHudG/zYP5XwgUgb9gAPG1S9C2PbsvHWGPT9M3PYkGmLtDLN/W5xboacAQV1xOH/bM9f3/AZcvxj57xvQvH0z3zdveJCZ48XfgPBSG74JN602fBNGr7f/KdJLY7jhG+B/UT/+Xdjre/45QnO+5zdgeaCfuzz8Rqyibf7XSt/8KcCz6upbm26pr7+FVdjVnTafgOt/QLK21uYTcKdbLfMPfXMKzmGA6Ai0UfBHgQeswvp2qePDihbe2PHkBMiH6PjK4W8QtnVXaaPl3PS4eyCswvxEcpknHp5G/ObbaNrZjFh6/jHKz0lY1x8fxjk+xNr9sw3eYICRd+p6/Jg+8Xmr37iloabSn8G9ebidbx/gE7rjMBlPHzzxoXj6Ts79de4hrrY1d4RUkqiz/2l/4qOC+PTB84O7Nw6u5GM+MvfgV7B925JKWSjDnnV/cTrfIN8vfNNssKhDfSmDmKcOnvRvb5ar4VqM2trlxAfRG1A+GMeH+lKG/nLixIeHxIe2Udf9wVNd+rvJ863+Z5yf/V3TXMjB6wAY5bzg6fDBd9O89m7Vwds9ZW/itX/i9LHHK+9Ap+1wMX/FjduhsINkkHkP3MopT6inTFdHDzkV+jvc6y8DPd3pU9wPoEj9wVM8PtyqB9UvX59KJJrlXhutKFGMrgfPAX1QIdTkrod6TM7pw3LHvblph1NdaFCXve3UhxcxSQASFLTn4gPKrOwmDk1GDMbeQCpeVXDqx1Va+uLboqBz2CsLBbk17GicOvD393Mmx5xxxhlnnHHGGWecccYZZ5xxxhlnnHHGGWecccYZZ5xxxhlnnHHGGWecccYZZ5zxPw6e9/8AksxrjLBtLv8AAAAASUVORK5CYII=)
We could possible draw numerous trends for a line. But the main purpose is to describe the pattern of the values from the line. So, it is necessary to choose the best fit for the set of values.
Show the conjecture is false by finding a counterexample. Two supplementary angles form a linear pair
Show the conjecture is false by finding a counterexample. Two supplementary angles form a linear pair
Identify Text Structure.
Sharks and orcas hare a lot in common. Both of these sea animals are carnivores (meat-eaters) that hurt for their food. Like sharks, orcas have smooth bodies that can speed through the water, and lots of sharp teeth. But these is are major difference sharks are wish, while orcas are mammals! Like most fish, sharks by lay eggs: But orca babies are born live and drink milk from their mothers. Another difference is that orcas have Sony skeletons, but sharks have no bones at all-only casttly.
Identify Text Structure.
Sharks and orcas hare a lot in common. Both of these sea animals are carnivores (meat-eaters) that hurt for their food. Like sharks, orcas have smooth bodies that can speed through the water, and lots of sharp teeth. But these is are major difference sharks are wish, while orcas are mammals! Like most fish, sharks by lay eggs: But orca babies are born live and drink milk from their mothers. Another difference is that orcas have Sony skeletons, but sharks have no bones at all-only casttly.
Consider this simple bivariate data set. Draw a scatter plot for the data.
a)Describe the correlation between x and y as positive or negative .
b)Describe the correlation between x and y as strong or weak.
c)Identify any outliers.
![](data:image/png;base64,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)
Consider this simple bivariate data set. Draw a scatter plot for the data.
a)Describe the correlation between x and y as positive or negative .
b)Describe the correlation between x and y as strong or weak.
c)Identify any outliers.
![](data:image/png;base64,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)
Consider this simple bivariate data set
a) Draw a scatter plot for the data
b) Describe the correlation between x and y as positive or negative.
c) Describe the correlation between x and y as strong or weak.
d) Identify any outliers.
![](data:image/png;base64,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)
Consider this simple bivariate data set
a) Draw a scatter plot for the data
b) Describe the correlation between x and y as positive or negative.
c) Describe the correlation between x and y as strong or weak.
d) Identify any outliers.
![](data:image/png;base64,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)
At what percent of simple interest will the sum of money amount to 5/3 of itself in 6 years 8 months?
At what percent of simple interest will the sum of money amount to 5/3 of itself in 6 years 8 months?
Show the conjecture is false by finding a counterexample. Two adjacent angles always form a linear pair.
Show the conjecture is false by finding a counterexample. Two adjacent angles always form a linear pair.
For each of the following sets of bivariate data with variables x and y:
Draw a scatter plot by hand. Decide whether y generally increases or decreases as x increases.
![](data:image/png;base64,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)
If the two variables increase and decrease together, then they are directly proportional and have a positive slope.
For each of the following sets of bivariate data with variables x and y:
Draw a scatter plot by hand. Decide whether y generally increases or decreases as x increases.
![](data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAA88AAAB6CAYAAACBZGGYAAAAAXNSR0IArs4c6QAAAARnQU1BAACxjwv8YQUAAAAJcEhZcwAAFxEAABcRAcom8z8AAM3qSURBVHhe7P2FexbptvaLnj9in32u67O91/q+pXPNOdtpaGjctXF3d3d3CBAsRgwiJBCChBBIAgkQIoS4u7u7J78znkpopOnuyBsaeta91phJh6r3rRo1njHu+7H6/6BDhw4dOnTo0KFDhw4dOnTo+E3o4lmHDh06dOjQoUOHDh06dOj4HejiWYcOHTp06NChQ4cOHTp06Pgd6OJZhw4dOnTo0KFDhw4dOnTo+B3o4lmHDh06dOjQoUOHDh06dOj4HejiWYcOHTp06NChQ4cOHTp06Pgd6OJZhw4dOnTo0KFDhw4dOnTo+B3o4lmHDh06dOjQoUOHDh06dOj4HejiWYcOHTp06NChQ4cOHTp06Pgd6OJZhw4dOnTo0KFDhw4dOnTo+B3o4lmHDh06dOjQoUOHDh06dOj4HejiWYcOHTp06NChQ4cOHTp06PgddFs8V1VVkZ+XR2FBgWYFfyJ7fU9/tvv6mPa2D3U/9sx0P/bc3vah7sfum+5Dw5jux56b7kPDmO5Hw5jux57b2z7U/dh9033Yc9P8V1hIWWkp1aJ3GxsbO9RvO7olnltaWggNCeHa1as4OTpyXZmDg2aOfwJT9/PzfYlpf3vvGN1+3bRY6PCd0/Xrmr3tS906b699+Np/ehx2zzTf6XHYI1N+e92e9TbdfXs7P779t7eP0e3X7bXvlL0fjx86XrcP29tx+LZ96Fjdft00PyrTfdhte+03rR1ff+NHPS92z372n9iH/l233zflO5cbN/Dy9CQ8PFwT1Er7vka3xHNTczOut26xcvlytm7axM7t29m7dw8HDxzQ7NDBg5+lqWs/sG+fdj/qvrZv3cre3bvZL387uH//B8/R7V3TfLh3LzvEh5s2bmTTho1s2byZ3bt2cUD3YadNxZuKuz0Sf9u2bGGLxOOunTu1v3/Obexj2ms/7ZN4VG15s8Sj8uWunbu0vx3S47HTpmJRxd9WacuqXas2vUfatB6LXTTx1949e7Q4VL5UPlR5UfdjJ038pHyl8qKKwU0bNmg/d+7YocXoB8/R7ZcmMae4jvLj69yofu6T2NR8/KFzdPuFqVjU4lHasYrDLZulTkssKj/qfKdzpvlwv/LhbrZKXlScUdWYHdu26W26KyZ+VDGnYk/xb8UZ1U9Nv3TE6QfP0+0dU35SflQ1RcXgqRMnuCkiOjY29p3R526LZwc7O2ZNn876NWu0h3XGyAgzU1PMzcw+a7t44YKW/FYsW6YF36mTJ7kkfzMzMfng8br90i6cP691OigfLl28hHVr1nL44CEuX7rEFXPzD56j27um4u28sTFHDh9m/erVLF+yRCM7JuLDDx2v26/bubNntbasfLhp/XopMgcxPnsO8z9BvvpYpmJRxd/6tWtZJn5cKzF57MgRTCVO9TbdBRNfqWK8Tvy3esUKjkr7Nrl8+U9ROz+GWYip3Hjy+HGpK2ukvixmzapVWr0xPncOCz0WO2cSb6pOHz96lG0i+lYsXaoJ6DOnT7fnRd2PnTbVdo8cOiTteSVrVq7UBg/OCh82lXb9oeN1+6WpHKhicdP6DRKLyzTuuGvHdq3uXLGw+OA5ur1nEocq5s5J7CnRp9r0dhHPqp1/8HjdftUUz1Y1ZZXUaNXJrfwaHBxMfX19hwrurnhuasLu6lXmzJzJbhGaJpcuc/f2HZ4+fcoLPz/8nj//LE1d+0MPD44LKVw4f742Wurs7Iy3lxfPnj374Dm6vWvKh48ePdKE8kYRKko47929Bxsra554P8b/xYsPnqfbu+br48ODBw+wtrJi47p1LJg7l4uSBFUsfs5t7GPaaz/dvXOH/UJolksxUbFoZWmFu7s7z987XrcPm/KTh8SiEiaqo1QJ551SnO2uXsPX11dv010xiUn7a9e0WVuLFyzQOh6ePH7Mc72+dMpUm3727CnOTk7s3rlThLPEohDEyxcv4n7/vh6LnTQVb48ePsTe3l7rwFGCRflTTVNU/6bXmM6Z8tNTyYEqN65avkLr0FFE+57UHJ8nTz54jm7vmvKh8pWaKnv4wEHhjRs07mh89qzGxwMCAj54nm7vmmq3ijcqvqNGoecLZ1QzFRXXUT7W23TnTPlJ1WTFt1V7VuJZdUyEvHplGPHsIEl32aLFnDM6g7vbfeJiYykuLqa8vJyysrLPztR1K0tJSeGCsTGzZ87URv2CX74kNyeHkpKSD56n2xt77cOMjAzuu7lpI1NqlO/yxUtao87Ly6OiouKD5+r2xpQPiwoLSUtLw9vbW5viqTqqnBwcyc7K+tnPHzpXtzf22kcx0dHaSMC61Wu0gvzY+zHJKcmUlpb+4hzd3jXlQ+Wn1NRUPFWnmIgUNUXR6NQprdAUFRXpbbqT9joefaQwL1m4SJu5dff2bfJycynV60unTMVacUkxr4Jfcf7sOfbt3su5M2dxu3uXlORkKisrP3iebu+aatOqTithoojh6hWrpF4f1fyq/k1v050z1aZVDlTxp2ZAKKLtdvceCfHx2hrJD52j27umfKh8FRQYyBVzCy0OFXe8dfMm6enp2ubEHzpPt3dNtVvFG1/znemTp2qznBITEjQfv64/uv22KT8praI6EtUs5MMHD2rTtuPj4gwwbVvE83Uh8qqnzfSyCU99fDWB+fZi6s8VKhGqqYgzhdicOH6ceEmCtbW1tLa2dhyh4/eggs9HxPK5M2ek8Z7URp1DX4VQV1fXcYSO34NqY2qXv0B/f20KzqzpM7h9y5WqyqqOI3R0FlmZmVy6cJGN69Zr+epl0EtKiktoa2vrOELHb0H5SXUeKqKtZkKoYqJ6ZdUmGipOdXQNQeLHRfMXMH3KFG30T9UXPRY7D8UzEhMSsTAz5+jhI5iZmGojBarzXkfnoPiMEsixMTFctbVl7eo1nD55igQh2nosdg3Nzc089vLSOmd3bN3GY29v7U00De/tzqvj16FEiVpTqgblzhqd4axwRzXbSYkZHZ2DarfNUo8V31EDgFMmTuLsaSPy8/M7jtDRWSit8sDdXVsvfvLECdzu3dM6Z9/mOwYRz898n2q9538GgakK8NviWRUT5Ui9oHQeqiir6Zxvi+ewkNB3pjzo+G2oglwuhSPoPfFcXVXdcYSOzkKN1r8tnoNfBlNaUtrxrzo6A9WrHRgY+I54joiI0OJUR9fwvnjWOxW7BsUzkhKT3hHPatqn6uDR0TkoPqNG6dWMwbfFc2JiYscROjoL1Znzjnh+7E2BCJZGvWOx01CaIi4u7l3x7OGhDcTo6DxapB4rvvO2eFaj+jq6BqVVPop41keedbwNfeS551BtTB95Ngz0keeeQflJH3k2HPSR555BH3nuOfSRZ8NBH3nuOfSR555DtVt95Nkw+Ggjz7p41vE2dPHcc+ji2XDQxXPPoItnw0IXzz2DLp57Dl08Gw66eO45dPHcc+ji2XDQxXM38I8int8uj4aulbp47jl08Ww46OK5Z/gjxXPbO5nqz4GPLp47Plv737d/70X05u38keK5t/32saCLZ8PhDxHP8ojefkrqkX3Oj00Xzz2HLp4NB108dwP/UCPPKtmq2zJw0tXFc8+hi2fDQRfPPcMfKZ41fO7M8D38kSPPqjNCfdNH+Tb1JVJfDH1rf/jI80dzYO/hDxfPf6I2/UePPL925efsTl089xy6eDYcdPHcDfS6eJYAb5PPam1tFn81a4m3ubmp46eyVlpa25D/N2h91khTWwut8p1NTY3U1zVTU9NKfb18l4H7BT6KeNb82NLhw7f9JyZ/a2lRPlb33HF8j/HGfy3NjZoPVcLXTNpDU3MLzW89t55+7ccRz1pUaH5U96V81/SWD5ulPbeoWFW+1o42BNo/qU3iv1X82NzUID5soKFBfr42za9N4lfxaUvP20Kvi+eOWHztw7dN86eKRXWMgb5O+742+Uzt+96OfYlDLRbld+25vfZ2z/BxxbO66FYtPlrksxvqGqiprpd81aS1aUO5sB3Kj78e++q5qVxssOfWgV4Xz+qzVIyoGFDxodpUTa3k+gbq5Z7UE+uNrmAVk1o7kO9Ubbi2tpnamjZpx4b14UcVz8qPr2Pkdd2sbZV8Zei6qb7ndZuW+vK6tjS8rjESn1o+Ngw3+KjiWYtHiY0OH9bV1mttuqGhScuLvY6O71e+fc25VFtX+cQQ/lSf93HEc0csSvtqaaijsU7atMRHvbQvoR/abRoG7f7ScrDKhxJ7P+fF1/XmPW7QU6gY71XxrMWAXKvGGeUeNP6m+Mbr9tXB4VStNmjO7/BjR9z9bNp/d3yfurSOo3uCjyOe1cV25CnlM+U7sQbF4TQ/qrbVnqcM58MOvI5JeX7qe9/hjOo5dliTXMPrdt1d6OK5G+h18dzaSEtVFuXZ4cRFBBIY+IKgYH9ehgbj9yqSoOgM0ktqqWiWpGzA4GtrrqGxIpPC1FdEB3vh4x/AndAsAjLku+oN+9x6XzzL9TZX0VCWTnp8MGHBTwkKDcQ/5CUBgQG8Co8iJrOE7MoWGgxyayphSLGvyKE4OZiYAA8eP7zJ7Xs3uXnPjbtPXuAbmkRsTjklDa2oktmThqvwccSzkIemcuoKY8hODCIkNAi/l4EEh/jxKiwI/8hEItKKKKhuol65oOOsnkElVRFEhXFkh7kR+MiR2zcccZR84uTYYU4uXL/1GBevKF4myvfXN6P2ae9uC+xt8dzWXE1TWYq0rRDCXwVIm/YXHwZITIbwPCSGsKRccquaqJEb6Pk3yic0VdJYnk5OUhihgc8JDn5OUMhznr3w5bHPU56GxBGWXUZejZCEjrN6go8pntta5Zpri6nIiSY14jEv/Hy4+ywK/7h88qukSKpj2g/tOSQOGyszKUkPISYyUGI/iMDgF4SEvSBQcsjLuCxSi6qpEicaUif1vniWC26poaE8g8KUYCL9fPG6+wxfvwTiimopFCc2GlT4KbTRUldKVUE8GdG+vArw5F5AFG7RZaSU1IvwM9wXfkzx3NpYRV1pGrmJgUQEeuDtH4RbRC7hubXUGsyJKjHU0lyTQ0FqMFH+7jxxc8HVyZkb12/hcvsh932FH8RlkFJaR4Uqfx1ndhcfUzy3tdTTWJUr7ewVCaFePH76nDsvEglLL6G8QUh4x3G9B+EdtfkUZ0QQH/kC/6AAnr4KJzQhg9SCcoprG6mVi+gu31JiqPfFs8RIq4jliiytzkT5PeCZ132eh8URWdBAodyiwZqYcNTWmlwqciOIFS4Q4PeMF8HCrcJe8jLYR/iq/C0qgSjhWEVSYxrEbz2NmN4XzyK86kuEd8SQGumDv5cr912dhWvcwPm2G7e9n+IdkkBEehmF1SK+Ok7rKVqbKuQ7Y8mS/BEc+pLnQYpfvRB+FfwzvyqsbeeMPfVh74tnuUKJwZa6PIrSREf4e2h56rbkKWdH4cKuD9rzVEwGyUrDCDUwpLJoqy+jsSiK9EhvHsn3Oto7vOGMjtdFk8rzdLyDh08oYZkVSIpG6Hi3oIvnbqD3xLPq9WqgvjyL/BgPgh9c4qr5GYzOGXHR7ByXrS5z8pI5Z23vcicwSSvORdKoVELvfqNSPTUtNDfUU1eSSlHcffxcDnPx4HxW7N3NBLPHHPUrIL3MsK+Q6j3xrJzRQquQtMa8SNJf3sbN/qwIo8OcvXJe7BLGxqe4bH4F6/sveBSVS2ZZgwjoHvRCSUJqba4UIppETsQD/JxPc+XwMjauGM+MWaMYO+0nJi/fwoqj1lxwC+ZpejnZtS3Uy3d2/7l9BPHcJgWysYSKvFDin1tx3+kUxmbnOX7pAmZXTmFudY5Tlo6Y3fXjSWw+KWWKYLTfU/fvSz2/BvleibmXDrifn8Oh5UOZPn4Eo4aPYPQIZSMZPWYyo6dvY+pmBy64xxBZIYRRzu4uyeo18ax6YJtrqSmKI/OVC74u5zG5IG3a+CwmV4y5ZGnCics2mNx4zKPIHOKLG6loFJGh3NDxEV2Cin0h87X5MWSG3MP7hhmXz53ggskJLloc59jJ3ezatZMdpy0wuhPAw5gcMkVw1qj47/iI7qD3xbPKjWpEpZGGqgJK0wOJfHQJ5zNL2LZtLT/ts+Ogaziv8ipR0d/DpyaQvNhSTUNlGtnRkhPdjLGyOsOxSxc5b2aEpdVpjK9c4Yz9A1z8EwjPq9E6xZrFiT3/7l4Uz4ogtjTS0lBOY0UaOZF38XM8gPGWdSz8aRcb97tyI7KYGHGipCgDQAVy+yhEY20lFVkhJL6wxvXSavbvXMCEoxbMvBHP/cQyqpsMxw16Vzyr59BRN+trqC6IJyvUBW+7nZzaOY1FBw4zw/YFZq8KKawxhOyT2G+uobkikUKpz09djnF5/wI2zJvAVJUPBw1n1NgZ/LRiD+svOGP7LIGQ3Hr5brm+HsRj74vn9jbd3FhHbXkG+QmPCXI9guXRhSzbuotJR+9h6pNIsuR2xQoM8Y3vQj6xpYGW2hJq5RnmRXvj526BvdVJTpw/w1Hzq8IRnvMkKp2Eompp323dJtq9Kp610bYmWlTer8gkO9IN/5uHubBjJhuWzmTnJQdswiuILBUB2uMmJs9M8keDcNTC2Ee8cr+MtfERjh0/ygnhxMbWlzAxPcD5ywc5ZXUNC3d/nibkk17ZTHUHN+guek88y1VJ3WwS4VWRGUicjzk3L21k39qpzJ8yilEjhjJs/ATGLlwpbduM407+eMYUkF3dRI3cU/d4o/hC8atm+c68MGKf2+J2/RRnzS5w7HI7vzKzOs9pK0fM777AJ6GINPFhlZqh0/EJ3UHvimeJw+ZqmoUHlyR64HfrBCYHF0uemsi0kcLfBg5l5OgpTF4leer8DWx84gjOVhpGfN/juqnObqOpOJZifzMeSH1ZOW8SQ4cM1/jiGMUZxUYNn8CYkfNYvfcKV55nElwEld2kJ7p47gZ6Szy3NVVTlx9O8stbuNpdwkiSwzlJQNa33bjn/ZBHnq7cu2nKtSsXuWDqhPnNFzyWRpxe3SbktzvB1yKNqYa6yiKKUuNJD3lE6KMzWJ+cx5IZA+g3ewl/O3afLU9ySSrpqah9F70mnltF5NdnU5bsx6tb5ty4cJKLpuacd7jJ9YcePHhyHw83W27ZX8Di0lnMbK/jLOQ3KLeOktpm8WFXvdjuw8rcUFKeWeHpeALT80c5emwn+/YtY8Oan5g/YzDjJoxhyOTFTN16kd32AbhFFZBT09ij3sReFc9tTTRVZlMa/5BXnuZcNjfisBDQi863cHr0EE+f+3g9sOP6tfNcumLGSTsPbCUZRhXWaKMekuO7BzUiVpdDU74/AQ9NOHtsLVs3LmbT+jVsXL/+jW3awaYDpuw18+VWUBbpNQ0awepuC+wt8dxSV0Rlpj+Rvg7YWRiLaL7ABTtn7Nwe4PHkAY88nHF1NMHS3IRzZrewvR9GUHolOXIz9V28GUVEqcujOjOA8McuOFtaYml5FRsXV1weufHA+xb3bplwzWQ/R/ZvZdOeI+yzcMXqeSKvciqoVNPD1Oe0f1yX0LviWVplq4ivmlIhGgnkxj8l6rm9CLAN7J4/hNHjp/DF8susu/aSF9nlVMoZPczEtEgurs4JITVQvue6MScun+ekrT029x9w77EHT7xduCu52FoIjpGVE8augXjHFZBX10KdfHlPZ5X0hnjWpvw2VtNUkU1JbjTxcc/wuX0G2z3TWDNmFAO/WsSMtXZYvSogXJyoakrPoK5XkfpKKguyyYkNJc7PkUcOOzi4diTjJw7hX1eeZKB1JM4xpVQaZgqQht4Tz+qepE601ojgK6AgKVrq9T1e3DnKxb1TmDHuW75bsI6+57w56Z9PXnUPxZGQetrUyHY8af4OPLbdj4nRVnbv38DWzctZu2Q68yYOYOzQ7+g/fBRDZqxh3i4LTjlIPAo3yKpt7SY3kBjuVfEssSi1uq6ygNKMKDKjPAn2NOOqCOd10wfSf9JSvt7oyHGPWOLKa6mVM3r6je+jtaFC0mUY6UG3eWBriunps1y0sMDE8Tq2rve47f2cp2HxxGQVkVdVr4m/7ta1XhPP0qZRs5qq8yjMTSQ24il+ridwPDqJtT/9lTFDBzD3gDnGQeW8KjGAeFbiqCiGjCDxj5kxp/cd4YSxBRcdb+P00IsHvo/w8r7JPdfL2Focwdj0AqedvLDzTyO6uJZK8V93L6G3xHNbSwOt1VmUpz/D/545lqf3cPTAFrbvXitcYx4rFoxl0rgfGCy+HDx+Jj+tPsR6Mw+sXqQTkVtFdUfd7AqkwtCo+FXCA4IfmWFueY4jJmZcvOmKk6en8Cs3Hrnb4XTtApevmHPE1gPLxwlE5FdR3oMZEL0nnlXRk/ZUEktawHV8bPdiarSFPZKntmxewbqlM5g/qT9jh3zNjyNGM3j6GubvNOeEvR/esQVkSp6S/5fr6/i4LkO1o3JKk54TdvUEdvvXsmXTWhYJn1v7Fm/csF5446YTnLVyxyO6kGShylKyuwVdPHcDhhfP6jxpTGUpZL2w5IH5drbuPMis3Ve57BHOy+wScioqKStMpizhDsG3TnByy3Y2bDLi9K2XuKfVkl3bPlrVNTTR2lJBVWE6GSEviPK256nrHox2T2b8sO/5y9hF/Oeh+2z1+VzEsyQxESsN2Y+J9TDm0tY1bFm1i6NXvXGKKCAmr0zIQD6VRREkvLiK66nlnNyxmo0Xb2P0JJPI/GppSF0ZgROHi3BubcgmM8wVL6vtmJ3ZzVFzWy7dvMsdDyfuOJ3C8tgiNs8fyogBffh66FwGLjfjwI1QXhVWo9J+d8cmek88t9DWWEJ56jPCbu7D6uQq5u67yCpLH26Hp5FaXklJVTllWaEk+V7E2XQXqzYdZPWJ6zi8yiKmsoVK1ZXYDbQ119JcEEpZqA1ut0zZbXpNRIsrdz0e4evzhCdPHreb7zN8g2IIiC8mrbheG/HubutTMLx4Voy1gZrcEJIensHx7BaWbznB8lNSHIOSiCwsp6CinPLcSArCHHhodYDdq7ayYbc5l58k8TS3gWK1ZrLj034b6hrViGIVDTnPSXtygWvGJ9i024LT9k95mlpISmk5JWUF2iyCjFeO3D63kh3zxjBtyQZmnbyBuW8CSeUNVMlld8ePvSueFdFuoK48m6IEP5KDXPB/eEmb3bFsWH9+6DuRvy66xDo7Q4hnObO1lsbyVNKeXuHBxRXs2LeHuadvce5RNOF5xRRUV1JekkluuAsvbu7n8L5dzNt8geM3A3mWU01evRCUngSjoFdGntWshNoS6gpjyUwOwO/lQ25a7eP8qsEs+rEvff8+n6nrDCmelRPUussiilJiSHj+iGD3i9w0W8Xa2T/St/9A/ufCEyKeoz4z8dwxYpSbQmqQL+Ge1ng4bOPAOiGF33/Jv09ey3dGIp4DDCCeW1RncBrFSQ9EOEub2ruGg6dOceyaE1ddnXC9aYKN8Rrtu2eJcP/xh/58/cNMxi4+w/E7ITzJrSe3rnujVb0rnlu0DqqqgmRyIx8T5+/IY9dTnNkwnVn9+/LFoEV8ub53xLPqZGxrrKIqJ5ykJ+bcubCZLUtWMXP+AfZaPMAxIJnIjGJKpM7V1InAb2gS0dnaPhuomxfRa+K5VdhDQwn1pUmkJr7iuc893Cy3YLH1BxYM/yd++KEf0/ZacM5A4rm1OpvKyOs8t97LlqVbmTLPiBNOgXglFZNSInymUvhkVTH5Sc8Idd3LlRPLWbj9BMsu3OdWdC6pUtO6y/B6RzxLjW0opy7zGelPL3Pt7D62bDvM3rOWmLq4cPOuLXccjnB271xWzfiRcT9+Rb8Bw/lq5l6mGz3E8WUmGTXNSBPrPNrkmTeVUZbyjHDnnVgeX86SQ5dYY+WLW5Rw8aoqSqtKKc54SdLTSxq/WrByL4sOOMr3pRNT3qSNQHcHvSae5Z7aalMoSnTnsd0Rzu9czoETxzlu6yB56gauLpKnLqzl4LoRzB7/PT/2+4HvfpzJmMWnOHI7FO+cOvIbJL66dVuqZpcJ3YomJegurkbnsTh6ias373DrqQ8PhS8+fs0bfV7w5FkkYXE55FbUaTWuu01CF8/dgMHFc6ukk9ZcyqVA+lzcyKnls5i78RRzL/txK6KQfCFj2uMQoUttBJkBV7Dbt0gS/iKWnnLg4KMUXubWUtflyBPC3VZPfbU05Ow0ChKfkhpsitPpxSwZ8SN9Ri/mb4fcPhPxrO69kbriWDJ8TnLn3AJWLF7JzA0mXHgUS2BZK8XtTpTbFuGX7E2w3TpMd81k+vKDzDvxUIRhHul1rdq6005BjQrU5dJa7E/0SxfsHW2xunmPB4HSOFOySM9NJSstgNiAq9w6v5ydU79hVN9BfDt0mzy3h9xNKidNEkZ3p4L1mnhuqaS1KISUJ6ZY75zBhsWzmX3sJoceZvIyr54aOUS75IZcqtPv4Ge/j/1z5rF0wS42Xg3AIbacrG7NhWmhub6E4qhHRDru46aDmTy7UO6E55CSXSBiVki4tL2iokKKRNiWlEuRqZXCpaYyda+W/AyDimd1jghZmlLJCXbg7oFF7F68gGk7LdjgGI5fhogv4TxaJmwspKX4BZFup7i0bjqrlq1lqelDLvlnk1DWvn7396E+qYaWxnSy/S15ZLSEfTt2MP+4Kxc8k0kVRazIp/bUJIfUF4QRd/cgtlsGM3/KEAbOXMd60/u4xlWSXCm5phsVrHfFs3q+zTTVVVBdlEZpzivSYu/iYbKDvcMHM+bbCXy56CLrDSGeW8Xj1WlUJbrhZbqRA4vGsGjjYRHm4dyMrqRQGqv23ERgNxUHkP7iEpY7lrN8ouTi/dcweqbaSB11PVTPvSOexY9NNTRVF4j4zyY9K4nghxe4dXAom8f3YcA380Q82xt+5Lm5muqSAorTYsmJuk3AnQMcXzqacT8M5l/nn2CQzecmntXIcx31laWUZiaRF+dNlM9ZruyWWtLnG76ZuJa+Ip5PGUA8tzZW0JL7lIyXViIaTDhq7oCtxwv8YlNIyEgjMyOWxKgn+Llf5urRWWyZ8S0Dv/maL4fNZ9bZO1yUZxld0tCNjnX57l4VzxKLavqvCK3K/ESKsgOIl1x5Xc3W6jeA/gMW8c0GR070gnhWS7rqs58T53ke6wPL2bhkMQs2nGLj+Yc4+aUQk18rsWiob2tH744819BcV0xpcQ5piRFEPTzHgzMTWTvpv0Q8D2DyHhHPgeWE9Eg8q3zWRn1xFGmP9nP92GxmLd7K6I2OWD5LJbFaeFP7gRpayxIpDjjPHePFzJw9h9Erj3LSI4ZnBa2UdrMcGF48t7flxuo88l7e4qXDIa5ammB8wweXF7GEpmSQJjkyOyWISD977lnt4Oiy4cwa+CVffD2e/rNPcuxmMC/UEgnhcZ2LGDmqUa63JJQUH1Mst0xi3YKZLDxxgyOPsggtqEc+SkNrXYbwq9v4Oexnx8QpzJmymR3X/HCKKSG7qntO7DXx3FRFU64faUE2XHcy54CJHZb3n/EsKonEzHQyM2NIivHF/4GJ5KnZkqe+Y+j33/HN8HlMN7rD+aACYkobtU28ugy1nKs6lcZUJ155X+H8lZtcvO6Hf2w6OaUl5Guc8TVvLKWopJqKauFW3Zgx8DY+H/Es5EmNStVXl1NUUESmkGlFqFPySkgpqiFfgqlBIyyql1UITqOIwvJSSgoKycgpIFmOTcouJL2gnILKRkmOan1a9xKkwcWzakyV/qQ/PY3ZmoksHT2BmTuvsOVBJn5Zch8/Vz6VaEsoTXmA76X5HF8xgp9W7WX22Ye4ROSTW9+xqUCXbksRUwmipnpaalNpyrmHn+UWdo8dwggRz18ddGPLZyGeJWCbiihO8sLXZCHHVw5n1MIdTDrmjkNoDtniwzefLEWgMJIcn6O4nJrNxPGzGTT3FMfvR+GT20BBZ3vqlXiuzaG18AXxsX7c8Y/hcXQe+RV1Hbueqt1/RaxUxRLvdZob2/qzYlg/+vVdxfx9d3CKKyOxXhphN8PGsOJZ3XH7XbfVZlMdYy9xsJotU0dKgl3MOvNn2EfVk1rRIfo0VNBc9Yo4j3NYLxrHhvEzGLfFjl234wnJqdJ6Yzt9aypom6uoL0kg6oEtjjuXc+nMOa74iE/TqsitEKLVpHY+VR0+ao2Xiltp6XJa+1X3DIYVz3J9EhctRQ8Jd9nJsRnDmTNhLrNP3+OkXxHxJWoH2Y5jhRa2NmaQJeTY7fBYti0cy+j1Z1ln649PapnW4fO7xFdNdW8toLEiiBCnPVxYPJJlq7aw4IoftmHFVDTK9XQcqrzVUlNERfhVAs2msW3mN/QdMIyxWy+z51EGvpkN1HRj1oDyU6+veVZ5qqVZrETa1Csib5zCZNwIZol4/nahYcRzmyIB2b5kPT6M6ebJTB82ijlbLmP0JI+AvDbeLGFV+SaV0qTbPDq6jEOjhzF17l4WmLzgZliB5BAR+x1Hdge9t+ZZ+VHIhlpr2txEYZQTgRajOTK3D4O/n8eUtYYUzwrqmtXMAbUWv5qWsmCy/U24tmEqCwYM5W/zTjD4sxLPCuqexI+Si1qb6mipTqAs/joPTq1gbb8+DBLx3P+0gcRzfTmNKV5kBFzj1pPHXAlMJyirkppGtRuv2hVY7chbS1VBFKmPT+EiOWT+0L/wRb8RDNhhxYYHKbzIEnHVDa7Tu+JZocOHatpsSx6VeT48P7eF4z8OYvSAhXxnYPGsln60NpRRlRVMgsdJHI/OZfGsGYydu5PN5l44R5aSWCx8q4drcz+E3l3zLFercqO0MW1pS9QNwu2WsHtOH34UX/602xDiWZ3YQnVeEOHOKzHZMYyfFm1k9M5bXAsUkSnc851dcWoyaIi5hrfpaql94xk6dRO7boTintmqCc3uOLh3xLM878oc0l648cLRhIfePjxNryClopnapvb2pfYsaapJIz/uHo9NV3F81ncM+8vf+XbgItabPOJWQg2p1Z28JXlOLVUZ1MXZ88J6rXCmQUwat4iN5r44RNeTrua1v0ZrqVCiYOI9jLGcPphVQ8YzY5cdB+7EEZpbrfGrrrpRtdveEM9t9RXUpTwhLdCe275PuPwiE/+MSirrmzrylNqBXbhFUTzJ3qclT41j0cgv+Lr/SL7fcoW1bsm8yKntYp5Sxwq3aamiNsufnAd7uGe9h12WLhxzjyYorZSqOtGF6jnK57ZzR+GM8rsh0tfnIZ7VjUoAqykj+SmRPPN6isONh5g4P+L83RfaNMcHsaXkiyhWDby1pY6awiyyggN57uGFza2HGDt7cu7GE2y9o/CKLSNBWGl3SKKCocWz2kGzMdmBELuF7Jr5A2OHT2DeMWeMXlYTUdwmQqzjQI0SqgQWSPj1JZiu78NPE6YzapkxZx7EEVTUQqmQu24FhhKCTdlycx68tNnO/nFDGS3i+evPRTw3V9JWHk6GnwVWG8axcMxQvltynMkWgdxPLKZGNZqOQxVay1OoCb+Cl8kypo4YzBfDl7DA9DEWYaUklzV10odykJBtJZTKyvJJK6wmt1JI8zthIA21uYi8YAuenhkiz3cwQ0bsYMWJR7inl5Mhx3a3k9uw4llBXUgrDcWRpD/cw409IhxEPIyeuIO9TuE8zGolTx5Pu2/U/9QLIU4hM8CKezvHsWvScAaM38P8449wi8knR80o6+y9qeln1WlUJtznoclBtoyfxsrFEodX7nLtucR2Sgm55VLohDRq0+c6TjMUDCme1bTAppI4qsKN8TSezLJR34sPF7PC4hm2MU1kVr39mYr0VFEU48ILk/EcWvAtQ8cukSJpj21gNlHlbb+/cVOrsJG6FOoz7/Lowgo2jxvE9MU7WWEfys24aiEB796DmrLYmu1Jmts2ji8bTN8+P/DF/P38ZBnE9cgiSurV2v+u+Vj5qXfF89uooqUhknjXs1iOH8lcEc/fGUQ8S4Gty6c4/CovLaaxd9ZQhvWfzYK9TtiGlRMjH/zmpQPyS1sRVblPeXllHZdn9+OnEfMYtcqWc+6xRJY1UNH10PkZvSae30N5gguhNmM4vqAPQ3pFPL8Nqc81ERS+tOD6puksEfH8xWcpnt+GXHNjGjUpLnifWc3GH75nqIjnAYYSzw211GdFURjvR2RqCiHFdRS8Hpp6C20NBTSk3CXUUUTK5H707zOEb9ebMP9mvNb5+GmK59dQn1VCXYkfQRe3c3rgYMYZXDxLHW4sozE/kDTfy9jvns7KKaMYPHsjPx1yxup5Kuk1bVT/3DlmWPSqeH4bat+chDvEXF/Bvvl9e0E8BxJ2fTmX1/3AT+PmMGTeJYzcYggsbKRE0vzPHb1VadRGXMXz0ibmjl/E6JlHOSrH+Ra2asd1B70lnhvrislJjCY28CWJyVnk17V+YBp2vfCiaFK9jnFr33Bm9Ps3vuk3niVn7mATWU1cRSfjs62BuvwwMh/t5ua+0UzvP5SRE4TnXA/lUXabfHfHcRrUbLJk4VfWuG0ezPZRfRkzYz/LTntyP7ZQ41dddaVqt70inhtrqcuJoSDBn6jUVNEiDeTWf8AnjaXUJt8mxHEje2cOZFC/ofxt1UXmOMfhnd7VPNX+/FoaM8kLv8nTE9M5t3EqS/cfZ4OVO9efxRGZXkx+uehBCXzFy7vy6b+Hz0c8t4g4rcokOyYQd0cRlqfMWXvUnAWnnVli/pzz3qnaZkUN6pUH5dnkRAXx+MYNIXCWrD9hwaKTdiy/cJ/jrmG4R5WSVNwsDu0exTKceFbHN1Nfmkjh8+N4HBvMsnHfMGT0TFacv49tXAsJQmLe1/h1RdEkPdiM3a6+TBv6IwPHb2CTrT+uyQ1kKXHTcVyX0CoPvCGTtgJ3Aq23sU/E86jPRjzLHdcV0JTpTrTrLg7MGMSwASP4as1F5jtH45tW8cvRu+osmpNuEXB1M8tGfs9XfcczfL8Tex6lE5pX24UNGeRANdKo9fy+PxKqflMjLpLogqzwPTeeoxvmMWezDUdvRBNaUkO5HNHdem148ayupIrKTB+CzBZhPOd7Jn4/hdFTjTjpnoBfSRuFEiZvwlHuubmIgqgb+Jz/iSNy/A/fz2DCKgssnqcRIZdR+bvNXflIdTBUUp/tR5rnSax2zGHidwMY1H88kxZtZNX+cxw3v8HVu748DJSEmFlCvpqu/cbRPYbhxLPcS0sd1dkBZN5fi93WPkwe3Idh09azzSGEu+kg4fVWjMjvrY1UpHgSeX0OZ5d/yfD+Ixiz6DhH7ifwOLuZ8t/jV/J9lEdSG2PFzaOzmTlkICPn7xbxHIZLfBU176+PaqqBspcUvjiH6aafGPFdP/5r7HoGHLjDxWcpZNQ2akW5K9ns44rnCprqwom9dQYLEc9zDCKelY+EIFUmkPzwBK6b+7NyyBAG9lvP8mMe3EqqIkVEy5slFur4amqKwoi+vR27jX2YPnAIA8btZaeNH15ZteTIc+tq9LzGxxHPbZTG3eSV1RiOzf8I4llt5lgVRn6QOQ4bp7FYxPPfP3fx3CaxXZ9CVdINPI1WsUHE8xBDimcRXY0VxdQU51JeXUmF3NeHBu7ahJRS7EfSo5OcmTucCd8PY/BGC5a5JuGbXv2Ji2f13IukLT0j4MI2Tol4HmtQ8azObKSxMoWCl1fwvbSQzWP7C0eYzKgt5mx3i8M/R31D7+FjiefWhkpq4lyJclzO3nnfG1g8q2nbkSS778Jhx3CmDx7BNwNWsfCoK2bP0ggTwaQ2nVR5tD4vmOT7J7A/vI5FS4+waK8rDi+zia9ppaabD7J31jw30tJcQ2V5BcX5FVRV1GvvVf7lJbZpr3EteWXGM5MZLB75Ld/1n8ays/e4Gl1NvOTL374t9a9qc9kySlO9eGk2n/Nz+zL6y4mMnCIcWGLwRWlbx9LC12iipamQfOFXz86O4PC0/2LU0AVM22DFlRfphAu/qu5ioes18dzSJO2rhNqSfCq0PNWqvbr0F5fXXEFr4XOSpMYaLxrDlP7D+WGtCYtdkvDJ6NoMGXUvbY1F1Bb6EeVxEpMVA1g25mtGTp7MuOVbWXPgAqcsnLG7+wTvV/FE5FSQX90i39HxAT3E5yGeNTSLCKmgNC2WV/ducfWiGZuOmTD7kC1zTtzl8K1QfDOKyS0vpDD+JS8f3eHcZSvWHTVlwRFLll64w3ancOyD8knIr6NGrV3rphMNJ56VL2qoKnhFnOt6rq75O7MHfs/Q0SvYaPYY1/RW0iWnv3+dTWVJ5D49xu1jI5g14mv6jJjFXONHmIdUklQhAdVxXJfwmYtnNRWmKsoaf6v5rJrwNd/8OJrvt1qy3j2FgKzqX25EUJ9PS7Yn4Tf2s3tsPwZ+MZTvV5uwwjGMZ+nl1Mrx3fLjO5Dn21ZJQ1UcsV5m3DiwgNNHj3HENZw7cdUUiABUcrW732NQ8axdhCIQWRTFuXB/13R2CREc8ZcFjJ1uzsUnaYSIUyS/v5MQW1tqKUl056XtVM4s/ysDvurHsFkHOXovDp88KQYfGCV5F+qLm2lpLKA47j7BDps5v3Esk4Z8S78+Yv0H8KOIkmGjxjNq5hpm7jTl5K0AvFNLyZBC3N3dT9+H4cRzkxSSMvHJQ0KuTOXsvP9gbN9BjJy1l4OuUTyWGlX0zvw28UBbM3XZL0i9vxHzTf0Y2f87Bs7YxFq7VyJ+6yhWVei30CzPrSSE2tAL2O2bwuiBA+gzeztzrINwjC7/5eYiSmzXRlEabsn1HZI7vupDn+8X8cMSa064RRFV3aC97qkrmVr56fMWz6olqtGvQF5d28WlCX2Y+ZdRDOizj3Vnn/Igu4Ys+dB376SFesnFKd77uHXga+YO/gt9By5k5Vl3HGOqSPxdQvXr0MVzz/BnEc/qmbc2KxItJF/uSXlIRcEvIqFJBERZAKneZ7k4bzRzfhjL7L0O7PPO4WWuCIJ/aPEsbbu1lArJsa8ctmC+7Acmf92XHwevYOkZN6xDC4gtrqWhvlb4h3yXtLW6+gbqm6Q+i99+9ncPbvnzF8/tN99anUlFqDU+l5ewauJgvhDe9N3kHSw4KZw8IIWoohLKKtPJDLuF+/l1GO1cx9ZzNzB6kEhITvv78Lt7Cb0jntXAh7Sr5haaGkUT/MaoSXNlDpVh1gRcWczScRPoN2QTm8x8uJNSq/H03w4P9a91tLWmkxflzP2dU9jV/3sG/p+5jJl2hYveKYSqPvB3PkR4bXMNxQnuhFmP4ezCf2bUj8MZs/Aox9zj8clvo6yLpVW1214Rz+/lKVV/P+iPFiksJf6kep3h8uKJLBg0jqk7r7LXM4egvMYuimcRwhUZlAlffeG0jf0rBjN5xJf079+H738Q3jhoGENHTmTszJUs22/GGbcwvBPLKK6T65Ovaf+mzn/f+/iMxLNyVhMNxdnkBnnz2NmOw2ctWHzIkrkH7dht64VzcDx+kVE883DDXsTYxhPmzDtqw8Jzt9ntFIh9sJCC/EaqurtDUwcMJ56VkyXZZPvy0nIRxtP/g8nfDWTY6K1st/TDPbuVLBEf74vn5oo0ivyNeWA0kXljvuTLIRMZddiFI74FRBepKcfdCIjPWTzL/TaWJlIUYITnuTEsGP2ffDloLIP32LNHyMOrvDpa3veJ2qipwJfo20c5PuFHRv3HAL6dfpy5F4UoJxZSLMd3MS/9Eq011JdEkR1+nbs2x9i3bSeHzW4KUSzR3qNar/h6D2BY8ayyiSS21nhyXlnjsOInVv17P0nuy5kw86r2TrxoEWHqXcpve1L1OJaleBLhOI1La/6VQV/+G/1/Ws9mhxDuJDeR97vdzOrf1bqiUsoyXxLvY4u73QmMT+9i3861bF4xm0WTBjC2/7/z5Vff8O+DZzNm43n2OQXwIFrIacc6/561aEOK53paW3KlQLrgfWw0+8f8OyO/HsvYOSc5cT+WZ8LdS97jS0o8N+a9JMdzD7Y7BkmB/IJvJi1nxmVfLELKxIe/kzOVeC4Noy7CFKcDM5g4oD9fT1rHuHPeWLzMp6yDMf18J0o8N8RRHn2V23vmseLvfRjw7zP5YexFDjmGEFxRp+0C35VMrfz0eYtnuca2bKpzPXl6YSOHvv+O8f9rPP2/O8aWC/48KaxF0Yv376S+PIPMpwdxP/YFi4b+D/r8MI7Zh5y4HFCiLbnpavS8hi6ee4Y/i3juNBrlvgp9SHxwmqMzpzNt0EI2GD/AKqKC+DIRB90InT+NeFYbslYnkBfmwI2DM1k75K/0+6+B/DBqLWtO2WDx0Iu7Pg95+MiV2y7O3Lh5l1teATyOSCVReE+F1OlG9eU9uOXPXzx3oKmSZqlVSY8vYbF7BnNG9uHbH8bQb8oGlh634txNN1wf3uKuiwXWl05iZmmJ/bNInmWICOzuO4E60DviufNolFxfHHQBH/PZzJ+zhB/nXuKYSzhBBQ3aiPFvh4f610raGqPJCBSfLB3Pqv/oR9//uYRxM69h8TSdGIkzVbveRmtzI2XJnsQ6juPyiv/G6AFfM2TGFrZcDxXR3kTxex3xvwfVbntlw7DOQnXy5fmQcP8UJ+bNYdawRaw2us+V8HLiK7o2oKlmezZX51OV9pzY59e4bnMCo+M72b91NZuWTBPe2I+R/f6Lv/71O74aPIfJGy9yxFFqeUoFWZJQ1N4GPWnUn5V4VtNjqS2hPiOU6KdumJnasvGIOQsOWrDhohPnXIQsujzkrIk9u09YsOyoFUtEOG9zfIntiwxiC+u0UZjmHiZ+w4lnNSyXR0n6I56emc/RoX9h/N+GM3TMHnbaBOKR1y6e3+8MU+K5NOA8D41+EvH8NX/5cRzf7bzGJvdUQkQodquwfebiub4ojmyfA7gd+4G5w/833wwey6gDzhz2KSIsv/GXI89KPAvZiL59hJMinsf+c1++G7KLmQfccYnKJVM+83cHTT8EEUKtTbU01pdRWZRAcsA1HlmsZN+OpYxdfYCVF+7i/CqDuOIGKoQsKv3cXeFnUPGskkizJLb6cDL9TLBcMIEF//sHfvjnFUycdQ1b/0wSxInqk992pdoxtSL1kRTrqZis+WcGf/m/6DN+KcstX+AQXUt2ZWfuTkSG+K25oVp753hZca7kinTS40OIeu7KQ9t9XNw+gWWTvmNg/770GTmXkauM2Gf/jCeZ1eQIs+kpKTCceK4R8ZxK1isH7m4Zydbv/4uhf/1JxPM5Tj1IwE9crNZ8veNDtUY6P5hcr31c3TmUkT9+yV/GLmbY6Qec9sv9/Z3LWyRSqxOFw7vy6NxK1g7rz4/D5jJoqy1H70drr6BSO8j//J1KPNdEUhJqgdPOWSz423f0/d8z6Tf0AoevveLVP6R4FhLbnEZl6l08T65m+1ffMuK/TxDxfJydlwLwK64Vev/LXFxfnk62iOeHx//OkmH/N9/0Hcyk3dYcf5JHcF7TO8+5K9DFc8/wjyae22pyaUl2Icx5HxvmrGX0lOMccX7Fk7xG8jr9yrt38acRz03ltOb6kOxxhNPLxzDyyy/5z68n0G/aRlYePMwpi+OcurSHfQfWsH7pHBbOXcSctQfYcO4G1s+TCM6to0CEn8pi3b2GP414lmfV1lBGRUYgMfdP4nBwCksmDuDHAertLFMYMmspM5evZ9Oh05y94cXd0FTi8ivbuU53iU4H/lDx3NZCbWGcxNA+bp0ex9zN25lw8iFXAzPJqmnWpij/NuSAtjLaql+R4nuRK3PHsFD41bf/YxkTZtlj8zydRGlT7zO31uYGylMeEX99HGYr/2/GDPgP+k9ZxQrrAI1f5aspkl2Aard/qHiuK6Ax4Rah1/ezdeEGxk87zgGHV3hLnsqXBtaFgWeB8MaWJqE/lRpvLC7MITcjkcyYQKJ8HHlks50zWyYxa5TE5zc/0v+HaUxdfYZ9d2K5n1KnDUr0JCQ/M/EsnlUbh1VmkB3lj5udIydPmrHysClLTlqz+ZIj2y7Ys+64JUsOWbHw1E122vtxLSCD4OxqbddZ7WO0/+0+DCeeVbdRNsVJ9/HaM5e9X/wXo//PSIaO2s8u2yAe5reSLbn1/V7jlvI0ygIu8OjMZBHP3/CvA8by75usWOqaQEB2TfcK22cunusKo8h4tAXX/X9jzpD/ybdDxjHm4E2O+hYTLq3yV8XznSOcEvE87r9/R58vNzFj/S2uv8oiVU7osnhW655FNNeKaM6Of0qg9zUcLq5n/4ofmSzf8cXIaQxZsJcNZ5y49iSWsII6iuT5dnfqsUHFs4qZJqmuVYGkPznL5dnjmPFP/en7TytFPNtJG8okSY6pVoe2n6FBiedKEc/R16diuvafGPzV/+CbsQuZb+KLdWgVmRXdb+/qtTr1pRnkJ/oR5m3FnUvrOb56NDPGD6ff6Dn8tMuCg95pPM1p6PFsEsOIZ3VstRS8BNL9bXFeOIK1//pXBv3bFMbNOc9pj0RelNO+qV/7Ce1QOx/nBZPnvZ9ru4YxcsCX/J9RC/j28B32P8kg/fcWPavdtpuKaSwOJezmQS4sGsD0YYP5Ycpmlp9zw1WESVJly5vN29Sa5wJ/sryPY7puHOP+/i1//2oB/WZZcco1kpiqBu05d8Wjyk+ftXhuk9bekEhFgjPuR5ex/otvGPzfJtLvuxPsEvHsX1KLkl2qs+ttNFSkk/PsII9O/I2lw/8vvv5+AKO3mbP/YSb+kry7RgbeQBfPPcM/lniWWlWaTJH/GbwslrNy62GmH7yPnb/kjtr2Vy92J3L+NOK5rpD6hJuEOYhwnfUj3/z9O/556DKGbr7MUftb3PN1x+PJbe7escLBZA9ndixh+fRZTJ++gfl7HTh1Nxr/zDKKhYh192n+ecSzQE2XFZ9WZfgR63WBqwdnsGZaH/r/+BX/8V0f/v79QIbPWsdqC09sXxWSUtbQ/Wf3Fv448SxOaymmPF3i88o2LDZOZ/0xM3a4p/IkrYrKJuF9HUf+OsQDLaWin/1J9jzD5VmjmPnPP/D1f18u/MqBq37pJMsxqu6+DSWeK0Q8JziNxXzl/5cx/f+Nvj8tY4HZc6zDqjsxs+9dqHb7R4rnpso0Cl6cw9N8Bet3HmHWwXvYPs8kTYqNeutMj9OK4kLSBupLksmP9yHE0wKn85vZt2QS0wYMZMTopYzbdpPjbkmEFtZ0eXna2/i8xLOGFtEolZRnxhF5/w6Ol66w+Zgpcw+ZMeewmfw0Z+5hS+afcmad5TMsfJOIKKhBcfguE6pfgWHFcxZFCW482DyHHf/yX4z8f7sunv9P/zH883q5Z5d47bUU3Spsn714jiDdYz239vw7swb9N74Z3EXx/P/7lj7/tp7py5xxDMokRU7o4owYictmmqtzqUj3I+aZPbdsDnNi30KWzx/EuOFf0Perv/DXLwfwxYilzD3mjFVoIRGlb7/+pmswvHgWYlnhR5r3Sc7PGsM0Ec99/rnr4vmrMQuYfcmHKyGVZPRAPLdDZdRmmmoLqUx6QPTNrZxZO5JxQ0TYz9rG6HPPuRJcRH5NY48KtOHEcxUtzfGkPrfGYfpwVv7PvzLw/3RePNuJeB4h4vn/HTGfvx9wZZd3Oqm/u2OY+rRGWiSmc19dw+vsFPbM6svoIeOYuOIY2+39ufkyhbjMfPKLSynIy6Ig3IXga6vZN38A3331Lf8yYg0Ddt7ikm/yzxuGdenOxU+ftXjWdiyPoyLWnntHlrBGxPPA/9518fyViOeRW83Y8yBDcnGDLp7fhi6eewHis5YqyrMCCbm1javn5rPJ1IbdHiki+KpELHU/Zv4s4rm1KofyV2Y8N5nK6slf8ZdvB/B/Zh5gmokPN8JzyK1poL65iaaGEhrynhH/4DTmyyawsN8gvuy/Qsi2A1aBqcTVtfxiZLCz+FOJZ0GbtOXmmiyKkx8TcHM/ZgemsGjuAAYO+YKv/vpvfDNgLKO2mLLDOYTHCcUU1jbTKMlQPcPuPsePL547rrS1jtbKCHJDHXA9tpOTy3dgZP2EW8lNJEpAdG7fYfmsZuETJc9JfCj8auYIpol4/rKL4nm0iOc+E4U/mj7lSmgVudVd86Zqt3+IeFaitk3Eam4wIbd3YXtuIdvNJU89SMQvs0bi0lDq7DXEL6JpWmuzqUh2x99+F8cXDGXy4DH8ffguFpx4wN2EQrKkPXRrhqngMxTPgrZGGosyKQx6jI+TA/vPWDDvkCmzD5gy8+AV5h6/zhYbH6z9UgnIrKRIkp5Gerrbat+DYadt51CS4o73wXns//avjP43Ec+juyae/00S1V82W7PiTiJBOf+g4rkoikyvHdw++BVzhvw/fNtZ8Xy7Qzz/rz70+W4LM7a44hSWTZp8ZndGntuaqoVQ51CcHUdSTBDBAQ/xemCLw8VNnFg5mBlSXL74bhB9lhxl5Y1IbidUdXstkMHFc3OpMOaXZPgaYzJnHLP+WQRql8Xzf9dGnheaPcUmvLpHI8/vQhpCfTplibfwNFvJvrk/MnHyIvqvtufw3ThiKmqpkaO6+22GHXlOJD3wKjeXj2D9X//K4P/o6sjzV/zLqIX0PXqXgz6ZpFf8nvhUnyax11KvtYOMQBvum27i0KopzJ8xhYkzljF/w162n77EKWtHzK9f5/rVfZgfGseiCX/j719/x3/O2MmYC0+5GpJPcTcW4ys/fd4jzxJfjUlUJt7E49gKNop4HvLfJvJDF8XzNyKex2634KBnFgE5jd3usNXFc8/wDyOeGytoLX5F5itH7CxOcNj4Apc9A/HOqSanprlHMfNnEc9Nwpdynx7C4/j3LB33r/y93xD6rDNhg2siPul1b8W5fENTIWXxD/A3WY7R/H78+G0/+k/fxh6XYB7lNJPX1R71DvyZxLNaYtVQnk5h5C2C75/FwsaUk5YWWNifw+z8enbNG8D0QV8waPRPjFxxmE3Wvlx/lU96eQNNPYibP0o8t9QXUxrtQtidw5hfPs8RswfcDswkrbJV2wCtcx2kclBrGW0VgSR7n8Nk9ijm9GDkeaH5c2wiasj/TEae25oqhPi8IivUHgcrI44aX8TUMwDPjApya9Uu5N2Pi99GM601GeRKfvS+sIA980bR5/upTFh7mcvPMwgRPvb7b4T5MD5D8azWRzbQWJxF0csn+N5w4MBZC+aLeJ5zyIxZh22Yf/oOR9Tu22nlZNe3US8MxpCPxnDiWSXOAsoyvPCTB3tizF+Y+OUIho3Zxy6bQB7mfVg8N1ekUqKteZ7M3DFf818Dx9F3lz3bPNIIza+TxtyNu/3MxXNDcbwUyKO4nxzEvOH/oq15Hn3AmSO/tua5QcRzQcea5/E/MuZf+vLdqD3MOurBrZg8suQzu1fWVHyq11apHRwbJVHVUF+VTV7kHYIcNnBq6SDGfPcNX4xbwygjLy7555BZ2dAtkm1Q8awld8kkTZFkBZhhs2gCi/6lP/3/90omiXi2FfGcID5Rn/y2K99d8/xPDPryf/D9hCWssvbHKaae7HfeadwTKNlSS2N1HImeRtzYM5GV0+fRb6Ix2yyDCSipQbjBL8RNZ2EY8awgeaAlnewwR9x3j2LHwL8w7IvJIp6NOf0ggRdS50ulqb3jQ23N80tyvfb+vOb5r+OXMPKMB2de5IkPO3lXbVKEmiqpL00iPewe3g7HubBvLesWL2bl2s1sOHiCfZfNOWNlwqVzKzmy9numDvkPvvhuMANWn2HFrVjck6qo7sYr/JSfPvsNw1oyqMq4z2Ojdez+5jtG/c+J9O9zon3Ns4hnbc1z+8E/482a57+xZNj/xbd9BzJ5jzUnffN5ld/+vuzuQBfPPcOfXjyr/V/En41l6RSEuRJ49zImVo4Y3QjgcUI+Bc3tr4rpScT8WcRzQ1kKmY93ce/Q31g0+p/4esBwhu2044BXHkE5TTS8TbBam6kriCTb6zCuB0cyod+/8e2IWSw19eZqdB2pld27ij+NeG5poLkqk/yoh/hePYTZ8W3st7qDsXcUgUmRJEbc5rHNFoxWDmHW8K/oP2Q0Q5afZK25Lx6xReTUtnZypPaX+OjiuVWeTWMxtQXhRHpZcufqScxuuWETlElkgbQ9iZvOR4M6soK22jDSnptivWAsS/7lB777H2pDVgdsRDwnyjHvMzdtzXPyI+Kuj8V0hRLP/86AqStZZRvA9dh6CrtIl1W7/bjiWR626LWG8gwKw24ReNsYc1snzqo8FZ9HngSk2oyve62qc2htqac2J5B0r0PY7pnKuD4DmTh/P0fvJ/IkD0q6OfT8GYpnoS8tFVRkxRHjcZcbZpZsPaGma5sxWxPP11ggpPPEvWiC86oplWdnaOpmOPGsrqyM8hw/Qq8u4fK8/2Rqv6EMG7ubXVb+PMwV8SwP9v2NFprKUyn0P8f90xNFPH/Fl0Pbd9s++jSfqGK123bHgV3BHyieVUHukXiWptcsBbLk5QUeX5jEojF/5ZtBYxmxz5GD0jpC8+t/2aHQIZ6jXI9wTMTziP/8kW9nnmDu5ac8SGrfbbu7QuwXaGukpSqe4tjruJ9YyiYhWD/+MJcBWxw5/CCO+LJabYp4Vx+bYcWzQrVcRBJ54VdxXj2FdX/5gcH/qkae7bEU8RwrPlHC5O3rVOJZbWgRLuL54up/ZtAX/4sBk1ew9XoId1NatHcaGwbqW6VYNZVQEnmdwCsr2LNgBT8MOMXGM348L6ymUI7obls3nHhuFF5bQH7sbZ6eGcvhSf/JyG8niniWOHeP50WpiOf3+JKa7t+QF0TWo11Ybx+kiedvflrBdBMfLEJKhYB3Mmeqa1WkWr3rvrqIktxkUuPCiXgVTGhoGGHR0UQnRxAR9Qjvaxu5sPQrpvf9O336zmTO/utcfFlMSHFLt3aB//zFs7rpXKoLHuNnspnjA75j0j9NZECfk2y7FIiviOcCOeL9O1HiOfPpIe4f+xsLh/5/6fPDUOYctudyUBkRJV0hV+9CF889w59/5FkR+zxK01/yzNkWx0sWXL/vz+OkUjKrm7Q47Wm0/FnEc2NZGlk+B3E72ofFY/6VbwaMYORuBw49KRSO2ELT2+JZfm0tT6Mq1JInlxcwbfBf+GLQRKadduN8QBnxJd2L0T+LeG6rK6Qu6T6vXE5xeOMOFq4wwujOK7yyq8irr6O+KoPy9McEuR7izIrBzBrwV/r9MJ7Ry05yWDi5d1ZjJ15f+WF8dPHcKGK3KJCiSDtcbjlw1u4RLgHJxJXUayPOXYtIdWy1pIs4Ml/ZcmPVJNb99Qf6/T/LGT/LEUsRz3FyzC/Fcz1lIp6jHMZycZmatv2fDJm5jm3OYRq/+uR321Z7iTSrAcJgnjpZc+3cZZwf+PMkqYSMyqZuDlB1EWpGaHUy1XGOeF5Yzar+3zF/1iYO34nDI4tux+NnJp5bJTlUUJubQKL/E27Z2HHspCnLDpkw66Apsw+KeD5kzfzTtzngHIxHQimpVa3UGq4mazCceFbH11FdGEHq/S04bfmGecP6M2TMajaZPcE1rZU0qRrvi+fGkgQynxzg5iHVu/cd34+Yx9wLnpiHVZKs3vPcnSrzR4tnaxtCQ0K7LZ5bq7OojXPg5bUVbPzpe/oNGEP/rVZsfJBKYHbNL0ee63JpyfIgxGkPW8f0pd+Xw/hhrTmrnSJ5nlGOWkrSHTd+GPIA24ppKHtFqP0BLk4dyKRRs/hhqx3778cQU1orUdD17zOseFbfrjJxASVJ9/A8PIuDw75n9N8XMHaGORd90witb6NMDnsTjuL3liqK4+8RYDmF00v+Qv8v+zBizn4hPXE8FTX7/muZegq1iVi1XF/Ure0c3rqdH34yZavpS14V12g7RHe3w8Nw4rl9T4ayVG+i7GZzadnfGddf2tKs/Ry+3fGe5/eSdVtLM7UZz0i8swqT9X0Y+UNfBs7YxjqHV9xMqP399zx3GuKdpnSq0u7w2GQxuyd/xdhBYxk66xh7bV/gk1VPjoRAU1fTmODzF8+qSJRTVxZKhNM+LGf1Yf5Xo/jx+32sP/uUh7kfes9zE3Wl8SQ+3MvNPV8xe9C/02/IXNacv49zfDVJqi+q48iuQhfPPcOfVzyrGFDvxS+iNOUF0Y9vcvPaDa5ef8Kz6Gxpv63UySGGiJQ/i3huqcqmOOgST85PYMXEL/h7/+H0EW6w6UEmz7Ma3h15Vp2PIgAbY6/zwmYNM4f/nS8GT2D6qXtcCCgV8dy9CvP5i2eVUdUrQWPJ8TmJq9FS5i3axei1jlg/TyFJ4k7rJ1d7R7QWUS7174XtFs4uGcKU76WejV7KjIteXHhVIhy1exfx8cSz3GtzBQ0lcaS/vI3PLXNs73hjq6b5ZtVQ9xvvgv5tNEi7yaYg9jZeh6dzcMT3DP73OYyZcYVLj1MIa2h77z3PonfkOoqEXwVfGc2pef8Po+R5jl18mBMP43km/Op3V3S9h48nntWNtNBcX0iZylM+N7lh64SVvTfPY7LIrmuhVtzcXU92CW0Sbw1ZNGY+5IXFQXYOGMu6ufsw9kjEp+CXgxmdxecjnsUBLY3VVOWkkPzMC3c7B46cucLKoxYsPG7FouOWLD1izqJDZsw/ZssGC08uPcnEN6WOoppWgz4kw4lnhVYay9MoDz6Hz7mxrJn0HUNHTWfJ2btYRjZK4fglma0tCCPu7hpstvZhyvDhDP5pFzscgnFPb9TW5HTrXj8Z8dzFrjQNcscNRbTkPSHR/agkmWGMHziCr1eeZ45jBN6p5b/c0boqnca46zy3XMe8EX352w8/MfaoK0d8soksrO/2DtgfhnqA1TRWJxL/4BQOm4awePlCRpy6w3GfVJLL5fvaD+wSDC+eVduspzrHn3D7FZit+IEpAyYxZsoxjt2L5WlRK4WSaN6Eo3otVw65YY54npzIgRk/8EP/hUzeeA3bl5nESshUdadJ/AbUtOTyWFdCXbZx5PQRhu+7w+H7SSRV1mtr1Lv7dYYTz23Cvxqpywsh//EObu4byIxhfRg+dQ2bRdy5JLeRU/NuG21raaA80Z2Qq1M5teQLhg+YwPjlxpx6lMyzvBYqu9sj8A4kBzYUU5vmSZL7fozXj2bc0EEMmrONecaPuBaYSWZ1s7bjZXd8+PmLZ/VEmqWNpmtr/j0ODmbDmEEM/mEly464cSO+kkRJTW82dVe/VFBV+JJw5y1Yr/6eKYNGM1DaygGHQJ7l11Igz627aUQXzz3Dn1M8q47xBpobhZDmhBHx8DqP7KxwffSCR7FFJJU1agMFWoiqWFEjLsKbFC9pkf/uavj8WcRzW10RdfE3CbVfw9bZP/JVv6H82wpjZl+P5kGyiM13RifkW0Q8Nyc4EXB1nYjnb/h26HQWX3yk7eGRUt71zKLw+YtnVYSaqM4LIMJ5HWa7JjB5xW7GHXDjekgWOfLBqv6qJWvtM+3SKI12xsd0PdvHDmbUkGkMOXCD7V4ZRBV1h+N9LPGslj6V01gSTXaMJx63b2FicY+7frHCC6spblRtqeNQQZu0EbXsSs1sVH/+7RhVvqmmMuMZEQ5LMV/5A+O+HcvIn45z4k40z4pbtbevvEE9LcKvcoRfPT42nH2T/s7IkcuZuc2eq8FZxAm/UgK0K/g44vl1niqiNDucyIeOkqeu4PLQD4+4EpLLGqS2tGmtvt1pKk+ppY7qPc9dz1O/CyWea9OoS3XjqYURW0dsYvsaa64HZBEpXKy6e0368xHPbeodsLlJpAb5ck8+96SRBStFLC85bc8mSzcOWokQMbZhzzETlisRfeYW2+zDsQ8s0B6Waq6GeiaGFc/SXGvzac50JfrmGg7NGcjE4eOYecieo35lhBa2aGsrOo4Ua6Aq+xmvri7g/Oq+jJu6iNHrLTF5kkyUJPZui5VPZtp2N8VzS7WwvXhygu1w2jGJ1ROH0HfBYSZees6d+ELKVdLoOFqhpSyRiuBLeJxbyE8/DueroWtYZfMc+/gq0qskgXYcZxioh1JDY20ySZ6ncd09jO071rLI9gVXQorIFYLVncdmWPH8Bk1l4kffI9w9Np7Fo4YxdsIGdtq/wi2thWxJNu2j+Op/JOYb4kl/bobLhrFsGz+WH2eeYslFf7ySSiiWcDUcNVDfJwm2MZecAFt8zNdy6uJZljqGCqkpo6Cu++tLFQwnnuVKpRA0lydTH3+Fp6ZzWTemL2PHLWDx5ceYhdeS/s4OFc2SN+T6I6/jazyGvfP7MXjKBuYcdsU5NJ8U8bfas6HHaCqloeAVCQ+MuL5vCgumjKafCPrZJ69j8iKNV/k1QrzbCUB38PmL53a01hdTHnudCPt5HF4whJH9JzN/5zUsXpYSUS7P4uckopRxHhVZ3ry4uJpzkwcwcexKxmxzxfRxCklVImQ6juwOdPHcM/z5xLN69k0S9wXkxz0nwtMJz9suuD30xS8+h6TKNu2NIm8iRFpAczUtDeVU1dZRUdtMQxd7hP8s4pmmSloKnpPkdYqzK8cytt9A/jL9IOMv+uEcVUhxU0s7kdcg3yLiuSHWHj/rDUwfMoJ+I9awRWr1ndQGsrvZqD9v8aw8rxKfcM+c5wRfW4LxxsGMX7SdsfvduR6aTXZzh3hWhyu0VdBa8ZK4e6e5MG0k84f8xOi9Tmx7lK4NTnQHvS6elchqLhbhHEXCKy8eud3F+a4vLj7xRGSVUf5a8L2G4pS1NTRUVVBX36B1PP/uoLTabK0oirxnh4RfTWTuoIGMGrueXVK73NJbyVW7nv6MSpqFX6U9M8dlxSA2DhnImAVGrDJ9wePkdn7V1cra++JZOaBRrruIgoQXRHq54OV6AzcPH57HSZ4Smq7oz5s4ac9TrY0VVNXUUq7yVLdH9n8F8h0txZGUhJjjZnmCZctN2XXmKT4JJRTItbw3EbDT+PTFs+bcRurzM8kMeIyXswPHjK+w7MgVFp6wZ4vVI0weR3L78Us8HG5gfd6MDcfNmXnEjkXGnhi5xwqhqqRQCoehnomhxXObBA7VYeQGmGC3dQZrJKCnbb3EqpsJeKdWU/1z0ZOk05pNcdwtPIzmsX/JOCZtPMkii2c8SCimRI5T3lUvDm+tL6e2vIDCfBEbeUUUVtRp5ORXp2S2SnJszILCBwTZbGe/Jp6X8PWh+2zxzSO5tHsJ79fwtnju8YZhGuT6W0spy3hGkO1qLmwYw8S5m5i09ybWQekkSY16s5NhM7V5r0h9sAeH/TOYNGIJI+eZcMErgcDSFvGj+FCRDyFGzfWVVJfmU1yQT25BKYXlddRKsVWxpPEHlXBbJFk01ksM1EkSbdQK1Ltulv9qLaGxPJRI99PY7ZnF8ZMnOeOdhFd6A2WijroTmr0lnqnLpybRhZcOmzgwbwSzp8xj+QUvzIOriC9rfZOw20pFkz0n6u4JLs2dyKqJi5l86C5HvLOILqgVH6m7EmKiOr7K8ykryiNPxWJpFZWiQtQonnZIa5O4Wo6pLqO0pJiisnJKqhqoUb282hcpNEg7yaMq/wUh987jdHorl6zsMAnK50V+q7SRXwvszsGQ4lnLWQ1qPtBz4tyOcX7hOBb9NIfph2+w3zOjfWZDx6GqQLbWJ5D6zASnXeNYv2Aq43ZYsP1GGIGSt1RnmHZnrY1CjKqoLSuiSEhXXn4xBRW1VIgfm35ru08Vn41l1OYGkep3hRunVrJp1jjGzVnL1KPXOf84hsiSWkoloLXc0X5Wl/FxxbOQivoI4lzPckXE81wlnhddYoN9MP45UoTliA/fh9yh2rykpozK4jyKhDDkFapYq6e+gxipOGySGMt7boTt7mksHDOCORvPctA9nSeZzVT9fCuNtNXFURjtyJ39S9k5fBxTlpxmpUME9+OFaEmu7a4vFT6OeIayeBdCrMdwfIESz/NFPDtgHVJIhDjxV0c1JL7bmmtoqimmQvyYl5NLfrH4saaJWomjXw1Htf6tOpyClxY4inheosTz/JMMto3mRmwZVd3dSegD+GjiWdWdhlSqk2/idWY1G5V4nrSOAUaPOR0oQld88mGIk9TmS1KnK0sKKJA2nVtYRmFlA9USO6q//B03ttaJcM6iMNWPAFdLbpldxPXRM7wSCkgsrqWyrlGEWJNYA40NddRXFlGRHUdeSgzJ2YWkljZK/e/aqM7HE8/quRdTW/ycwIvbOS3iedyARXy38TonH8YRL9xFsYIPf6Pck+RG1aarSlSblngsKKFU2rSaXtvO+eppq08mP+oG9w4vYNuYgQwYtZKR269rr+aLq27R3tTQjmaay+IpDbyM58U1TBuznFFzLnDmfgyBJc10c9b2RxPPbY1SI+JvE319Bfvmt4vnyXuuYBxUQWipcIZfbdPNUmKqRAgWUVKQQ3ZOHvll1ZTVtYuZ9qEH8VNBMFG31mOxYyRTZ6xm9Bo7zJ8mE1vX8t5O0VW01oSR6HER85k/sX7UPJYYuXPGv5DEsu7Vg94Vz80SI6XU5wWTHnybO843MLHx4O7zWOKKKygUblfbINxOrqGxoZ4G4YUVwgszU5JJSUghp6iMsuZW4TTCDRtrhHsXUVbQXqfzS6upqm/SNsZqlf9rqc6mLknxqy3smT6IGZPmsOqiJ+Yh1SQJv/oZLYU0lj4j8s4Jzk0cxqIhM5l77DYnH2cQVyj8quOwrqB3xbO6QclTtVkUZ/gTdNeGO5ZmuDzwxSv+TZ6qEx+256la6iqKqMyOJT81mqSsAlJKGyRPNdPSpNbPSw4rypFrkzxaVE655NJ6KdJvBm+krSpfV5RQLnm9qKRc2r3i52/zRjmmtoTiBG/C3Y5gY32KVaaenPFMJ66oVhPO3a06n7x4bq2vprkwjaxQPx7cuMGZ81dYK+J44UkH1lo8wdgjlqeJRaQkShA/foDHNVt2GVn8/MqqXfYvuB5aQERhEzUGmotraPGsiqh6gXp1hh+vHPZhtnMhizYeYfoJD64FZZFWpaZTCrmrFzJf/ILkJxcw3b6cdUvXsf7iXS6+yCGquEHbXVP7uGoRP6leRHuZY3vZiNOXr2HtG8/T9FpJAmqKRPtx76Bj5Lk1/z4BVtvY+3rk+cA9tvjkkPgp77atQd2UNMryJAqCLfG+soFtS5axYOVJTt8JwTu3kVxJ8Or9hG1NeRTE3OOp6XKMN89m3oZzrL0cwKO4YvKEYKgGKplUHFlAcfIzXt41w8niEmcs7mL9KIbwgirUviHqvYU0VdEmyaJIEkBMZCRRCemkFdVRKg9De6+hOFsV99aqJKrT3PC5Z4rR2YtcdPLkcWKJ9rqD+vYK32X0mnhukcRcFktmoB13Ti3i4Pp5zNhvy7abcRJDFVoPrBLGrZVqapYdnta72LxoJYvXnOLQ3QgeSJzlay+vFn+3VEpyfEm8lxn3bc9y4aItNncDeJFWoa2vbVBT5uqlSBSEEv/Sjbuu9tjfdsfZN5bAZBGI1SJ2WiXR1uZRnvqYuCdCGh3Oc9HaHgfvYF7m1lAgn/ObArITMKx4lnPEhzTmUhh1D5/L6zixaSkzN19gpflzHslzz5NK2iD5QsVOQ9ZDgpyPcGzFPJav2s3Wa8+xCy8mvbL9fcsqttvqcqnN8iPC8yoOF89ibHYdc+9YfFPKKapr+kUBUJfQ2tIol5FHVfYLIjwu4WS0hn0bVrJk7T42nb+JxfN4AnPKpehLwVfntJ/aLSg/fTzxXK6NPMfcMsL89cjzgousvxbUPvKs7r3jyDeQv7TV0NqQRVbEA545XcBWhNVZW09cAlNIEtGizmtpaRJf51CV7kuA414ubZ7Msi37WGT2HJvgfLJUz7j6/MZK6rIeS1yfwnjnGubP2szaM3exCSskpkTyUA/fW/lxxHMrpbE3CLYcw7F5SjzPFfFsh2Xwb488tzXX01QcTUGYCMbr5zlndFbymRcu4XLvxUJwfi2fCbGi8s3I86LXI8/WkTjFlHzGI8/JVCU642m0sn3kecIaBpz24qS/COJfGXlWNaGtKpWyJC/8XMyxNhY/2rpj459JaHaV1pHQHkHSMttEPJankhnigt+t01y1OMN5y2tc93zOk4gkIhJTSUlJITU1RchbPKmJoUQFeuHp7Mjt6648CkkitKQJtf9EV0LoY488Vxc+w//CNk6KeB6jRp7XO3DigYiXsl8beVZ/ETFTk0NOuBuBt85ha3qR81duczsgidjSJsrl8WjdYi3lVOe8JNblIHZbJzB9zDiGzd7FjqvPcE+pIadWfZbk41ZVr14Qd3sPTicWs3CDESuMfbkbnkd2ndTqbjbrjzryHHuLSIe3R57NORdYRoiE/q+NPKu9hOpzAknzv4aLpREnTl3AzC2IB/HlpFeIAFEdwoKmiiRyAy7ibryE1dMXMGH6IY7cCMYrq074lXj6NedpLKA+14uQm6c4PncZq2fv5dD1l9wWX+d2da5xB3pNPEtbRHJ+tXpXuocdjpeFX5jYYursiduLMCKkbSWmpZKq2phYUmI08eGe+Pu64Oj6ALv7wkOS8qWONggPKaEiL0y4ty33rIwxNr3OJdeXPE8p0mq+tgO+cMbWiniNX90+Pod96+Yy78g1trvG8yJTnp8co/zdKL4uibbH02Y3q6YtYubCoxy7E4ZHajUFUoe6A/Vsekc8yzNtqaFO7Wwf4sqLmye5ZmHEJWs7HB49kzyVSERSR55SJnkqJe5Ve55yspc85cLDkETCRDwXi6iuKU4g7YUDPg6nMblojqmDHBeVS4rw5fa6JHW6tZTy3AhifVzxumnHVZcH3HoeRUhmmfinRbhlI82SG0rTnvLS2w6bK+c5b+eMhX8CT7OrKapv1nLsL/NK5/DpimdtxESSZkEGuaHi/NtOnLpozYrDao3zNdaYeXDKPQH36DJy1PvjyguoiQvg1YNbGMlxyw5cZt7hK6y+7M7x+0m4RVcIoW8fDeius17D4OK5oxA1V+dRHHVLAu84R48cYeluU4xdn+IVk0JsZgYZySGkBDniZX+cY7uPsOOgNVe84vDPb9I2IXrt2ebSBEpfXuDh+VksnTKUoVOXsdDMF7OQclLK1fqMjgM1SJFubhJXV1BXFEFJjA3u50SYD+/PgEEz+Os6a1bdjCAwrZCy2gbqROwYog/C8OJZQS6ssYzWklekv7iK45GtHN60i2OWd7AWoeCvhG1WPOlJvrx8ZIH9ifWcPrCbg3aPsZXKklTasdZZFYo2EaBNSaQFWnLj4HQ2zpkkxfYA88884l5iIRnSPurU867Lo6UogPjAm7jYW2ItjdPpoT/eoUJqUrJJyy0gr0BEVNpLMsNv4eF5j4u3g7kTLAVfCLtGxLvpz14Tz+JHNbJUnRNOspcxrubbWXXoDGtM7mDvF05oRgZp2WlkRIsf3c9iY3KAtQcustPioRTbIjJFzKopwCrBtTQVkB9xAx/jGRxePJyxE5ay8IAdtq/yiamG6iaJWhGQ9ake+Lke5/jeJazavJnlB69w+toj7j97SXB0BJExgYT6XOOx0zHsXZ244huNb7Ikz45FqN104c8wqHjWoM5rpaEkkZwgaVM2h9i+5wTrjtth/fgVz5PSSMxMJSPej7inltwyPcLuLUfZbXST68HZhJe2UqkRP/VRQuoq4qiIVG1zKWsnDWfMzPXMuPAE84Bc0ioahGIrP7T3xNZVllBemENuhnrXuA8vfa1xMtnLie1r2bnvNPutPLkRnE5CeV17R4h63up7egDlp94Vz3KNImxbGtTyhzRKc0R02Ozh2IiBjP/rML6YdIAl5z24F5VJelWdNlunWULrTduS/2grlfoeToT7Sa5sGs+imbMYtvQc2+yD8Muv0aZwtb+HtIkmycUF4S4ioHcKkdzP0lPXOHXHj6fxKSRkZ5KZGkXMczs87A9x4NhxVhy1x9QrhoiSetTAihb+PUCviec2IV0ifpsbqqmpzCflhQUPTg5l+6S/88NXExm95DwnPeN4klVNflUTDU0Sex2nvoYa3WpIf0SS2zbObxrLqGHDmbDJmB1uyXimNYjwe/sMRabVaEw9DVUFVGU+JvbhMS4tH8PU7/rz7xN30O+UF+Z+yaQVV8lzE9/L6T3sC+tF8awuTEzaZIsIosaaUuEoktsDL+N8YDYLv/2SvsMW8N3O6+y9H0NUbik1jc3azAbVp/D6ttQ72VuLgsj2M8Z21wwWjR3NqOVHWXg1jNtRxRRrHWIS742lVBfFkBx0g/sX1nJm0xQ27tzMmlOXOWFmg/U1O+xFTChBodk1Kxytz2F69jA7t4kdscTueSyhFS2UqSbQBb/2uniWz2htEoJbV05DTQK58a7cP7aS7X37MfCrKXwx7zy7HPzwSy8kr7ZRm9Wg+lrffLXKeXVC2GOJuXcYh52jWDxlImPm7mO33QsRdPXkSi1qjyWJwaocKmJcCXHawdHVU5g/bzHrTtpw4UE4PjEZpOdK7sgMI0p8/cBqBxZntnHgmjtm/jnEFNRqy+e6e9e9J57liqRNax1a0qaritPJemGJz4WZbPjpC/p835fh606z50EyXinVFFc10iiJUXnu7XtpqcmjKsaRl9dWsmP+UAYMGcf0o9c54ZtHcJ6aTdd+dFtDCXVZT4i+b8ylLetYN38Tey66cOVJNM9i00nKzCI7O53spCDiXlzjnrXUm21G7DpyE+fAjPalhRKH3YHhxbPkNhGyTRXpFCU8IuT+OS7s2sDKOatYv/UgR00tMLl6DTt7EYCv25eDPddszbC8sJXTxzew8aQle68F4R1bQHVLnbSZTAri7/Do/BIOLRzF6KkbmLjrBlYBqcTXtdD+5k5VmGqpzg0nxcuIW2bb2HDcmHVmd3EKiCQiK0v4VSrJUU8Idpf8YHKQpTvPs+HSQ9xj8kmv6f4myAYXz1pjFPbRVE5VQRTJgc7cv7SBM+vGs2nbBtafvMDx13lKfPfaj46SpxwsVZ46wvbN+9kuuu7as1jCKhspaaqkLOMpwVfXcHnNICaPn8nkNcac8YgloEjymNZv0Ehri9ToBE+eW+3h8o4lLFm3hVVHTTnv4o2bfwRB0bFER/oR4ufA7dvXOHv1HtYPwwgtqKBEGkB3p2u/xqcrnoUEtpVlkh8bhM8dVy5dtmKrBOriE/asMPHk6J0oHsaVkFre1L77nTi8uSyZ1FdPcbFx5MhxM1YevcKSM7fYaBOE1fMMEsvqtbXPv9Yx3lkYXDx3QG0c1FiRQX7Cc148sMX+ymkumptwwdqGqzdscbx5BfMrFzlvZomZkxeuTxMIz6xE7b/wZiMbub9SNe3oPB7nZkgxGcjgqYuYZ/oYk1flJL0jnlVPqyRGEc5lOYlkhN4h+M4OLm0fz9SB3/LVN6P468SdzDnmjP3TCEKzi8mVIlYtwdtTctM74lmgRgKahNDkRZPm54rP9ctYmZ/nnPjR3MkeWxc7IQIXsLQwxsTKjmv3nuIbm0OKxNGb99vKz7ZK+ZwEEc8WQoqmsm7WBAbO3MfsUw+5nVBIunxNXYskjco0GtPu8vLucYz2L2PF0vksWL6WVfuMOGh9iyv3vHggsf8swI+AkGACo5MISSkhQ4R6fcsviWlX0HviWUHIYb0Qt9wQkoJdcb1+jssWUrCsrTBxtMfJRQTZdVMuWl7m3FUnrjx4ycOoXDIk+am1P2qDGpVUlXjOC3fG+8w09i8Yyohxi5iz9ypWL/OIksvUpls3FtGY94JQdyNMdk1hxeyRjBo7hQlTl7BoxWY2HTrJUUtbLG/fxs3nCc8i4wnPqSBPArGnIuU1DC+e29Gq3vNdnEh6xEO8XcywMTuDsRD6y1dtcBAf2jtJgTa7xAULeyxv+eH+UvJUUZ0mwBRR1KDEc7mI53Br3I0XsWbqIEbOXsUUYy9MX+SIeK6Xcqx6YmuoLckgLzaAcB8X3G+YYmF1juOmxpy1tMHK+T53fEIJjM8js6yOGmnE3azBv0Bvi+c2udbm+irqitMoThEB9vQCdscXsmRwX77/t+/5W995TN14kXP3/HmcKARDHFgt1VH1zbR/gPzSViIkMYRw92OYi+ibL+1l8KIzbLoWyFMRz/lyyOuOQSVuGspTKEj04vlDS7mn05y9IrFuJznkxlVcblpwxcaEc5ZWXHTx5PqLRMKzKymXHKLutqdh2SviWZ3fJASvuoDKgjhS473xtNvP2eU/Mq//f9Lnix/oP30jyy3uY+GXRGhGOUVCtpvfa2SaeE57ROLdrZzbOIoRQwczdtMZtt5L4mFa/VviWf1UOaCW2tJ8ipLDSHhqjpvpUrbMGsCgr7/jX/vOoe8SY/Zf8+ZRVCqJJVWUarMyeubD3hXPqm42UF9dRnFGLKlBTvg6buT4Gslb33zB3/pM4NuZB1l1/g63XoqwKyqnQO0uK/H1um5q4rkwkOznZ7HZO5UFk4YzfMUh5lq/wiWiiKJaeU4t5dSVRJP01ILbZ5awe95Apgz9lmEjhzN04lQmTZ3OrBkzmD1jpmazlE2fwuzJY/lpxmxGrD7G4ovu3ArP1HbhVmSxKz7tbfHcKvWzqbqEmvx44XluBN8/xvlNk5n+3Td89W+D+GLIKpYeuYq1cI/A9BJyK1uok8b1Nn/RxHN5DFF3D3Jt23DmTxrP8Fm72X7Vj4eZ9dqrPn9OAc11NFdmUJzoS9C9izhc2M2pY3vYf/o0J23tMHW9yTVnM65du4CpjRVWrh48iEgjpri+x8swek08q45+EWLNdYWUFSaK4PLG12435huHMG/of/DNt9/xzewtzL7ohrlPHJEZxdKm66R9aQvTfkZLTT5V0Y4EXVvONomzfoNHMvWIPUd9cnn5lnhG4r61No/StCDCHl3jtvlxLhod5fjZc5yyvIqpsxM3btlw47oZFpbCD6wcMJe6djcgnbiCWqlr7Z1I3YGhxbPi2y0VSZTGu+PrcIDT66XtjBjE4L6DGTZ8LBOlfU3T2lZ7G2tvXzOZMXUyU8YOYPrMKSw9epWTD1IJyqylSe3p0JJBQdwtHhovFL4zguGT1zFmu7Pk0xRia0Q8/+x04Vd1pdTkhZIY7MId5wtcsjjLWRsb4VcOON0UceloymXx4blrzph7vOJBVD5pomFUHuku7zG8eFbVTupBWQyJvipPLWXP/MH8NOgrhg4fyrCJU8SPMzS/vZ2nZk+bwqwp45k8czZDVxxhwfn7uISrjedEz7WJHsnwIdBmFRdWDmDCmGmMXyk6wT0av8LmDvEsObiljLK054Q778dq9zTmTBvFyEmTmDJ3MYvW7WTjEWOOWthx5a4bLs8C8QxPJTKrlLLGZqlK7dmjJ/i0xXN5ppCXUHw9n3DV6QGXr3tw1uUZlx/FcTe8SAKpQXstQ7sTGiQ5llKSlUjEk6fcu/EAUzne6IYv5++Gc/dVFmmV9draGc33PUBviWcNkgzVWrKytAAS/Z1wc7mK7VVrHJytcbxlh5n9TazvPMMnWgSfEMRKIRpvikk7WqpyqEq4T4jarOHkTnafEvHoEYF7cjW5aufxn49XowJq1LlcxHMS6eEPCX5wBrsLW9i5aRXLVmxh+eYzHDa9jat/pCaec6pFPCsS0PEJ3UWviWcNcl9C8FrV+7DjnvL8wTWcHUyxE+Fsc9MRG1sr7J1vcft5NIGpZRTWNGk+fONG9R+14shs8hMe8dzpBBZGR9h52gEj1xD8s8s1ol2vdlmsyaYpy4foJ+ZcvbSbfdvXsn79RjbuPyXi+SYWdz1x93nGs5BogpMKSC+qpaZBRLc8hPceW5fRu+JZQa6zpZqa0mSyIu7g7ymCz1mSkYMdzjcsRUBfw8L1Ic5PI3mVUUaemiojgfHmvsQ/kuBKUyXB3T6JvfFe9h46zxn7x3gmlmqvYatTVUBEX3NVKpnh93hsdwjTQ2vYvGo5K5esYvWarWw+eIpjNjew8w3FP7WYDFVARBW9H/c9QW+JZ4W21iYRYlkUJTwmzMeBm4622F6z5rqIZzsXe8wc7uD46JXEYglZ1a2oGVnvfKuKFYkztRTj1f3zmBntYv85U47fDeNBbDH5NUICNPFcrYnn3Bh/wp7cEPFsxpWrVzCyd8HhcTB+asZEqZBNzXc9j7+30fviuVUIYod4TnpK3HNrblsdZP+WtSxfsJrly/aw9/RVbDxf8jQxTxPPVUKcf+6AUBmrtZLWumTSXt3gofUhjE+dYteFO1g+SSBKYkotN3tD7OSXtgZtg6biND+intlz97YtVxztsXOywUWenY2LK1YPXuAVnSm5uJEqOdlQMdlr4lkEhBLPFfki+uK8eeJqgtWhTRxYtYi1K1ay5sBpDjl5cj0wkXARz4VKPL93U0qENOaHkRNky12rA+zfv4vD1rexeZlDSEHjW69yUT9bNPFcI+K5MCWceD8HPB0PcubgWtasWsPCFftYv89ShMtTHsekkfAZiee6qlKKMuJIDr6L321VIzayYc0KlqzYwZqdlzht+wC3kHii8tvFs5TeN/GhlvKUJVAScwdvxxMYn9zLPtPrnPVK4kVaORUNIq5by6U9RwspteLepU2c2LaENcuXsGzpMon35awQW/khWyrHbNrFiosuHPeM42V2hbbsq6v+7G3xrHYp1sRznojnmIeEeppge34X29euZun8daxcfZjjZi44v4jipRLPFZIbRWu+CUfVuBtoqM4gLciJx7b7OXvsMHuNpM4/juFVUSPFknreXKr8Ivyqua6M6pxQUoJceOikOtLPcNH+GpddXLB1Ep7lch0n7yA8o/LIKK+nQT5AfVNP0NviuUW9EqgwQRutfOZ6HodTazm8cZHUz7UsPWjMrmsPue4XQ1RGkbRpEc/v3VNrfVn76xKfyDMwlmewdz8nnH24EVVCYqmIjbdzQJvax6SMmoIoMsLc8L4p51ic56LEiImTowg/a+EHtlg63cHuUTDPk4tJE9VYrfJjx0d0BwYfeZY2rInnBA98rhtxbtcatqxYLLxD2tfS9va1QvTL221L+5vYsoUL2LhtD2edfXGLrSS9XAhhmzzLlkLKs18Q6nYex/P72XvcgoNXn/MwNo/M+ha01QEaVCw2y+OrkdyYSGbEPV48shFeaoeF8CsnZyvhBw5ccX2E87MoQqQNF9S3Lyl860l0GYYXz0pNVVEv4jnhqQ33Lm/m1PZlrJIctFT5scNfb/tQM8lhK5fJv0ueWnbhJkcfxUqeqqRerb2nhurCKOK9TblrupMjB09y2OQ2LsHpxLw1c0EtwawvSiJbdV46HOb0gTVsWLeM1aukjm3czqbDxhyxkRgUfuqXUkC26D81YNDTtvwan654lsSqpm03VEkBzy8iI6uA1OxCUnJLSCuqpqBSra2SItZxeHtINdNUX0OVkLiC3ELScwpJzikmNa+cvDIp4M3tuyr2JPgUelU8K0hyapPkVF8u4i0nnfR0ERaZaWRmZ5KckUNaXiklNY3a+psPeVP1ajfVFFCeL0QxOY64lDRSCispqGmfPvYuWsXVjTQKMa0pK6A0L5GMlChioyMIi4gmPDKJhNQcsktEYNcJYWiS4iPf21Mf9q54FmhFpZ7m2lJKCzLJzkiRGFLTtjNJS0sjIzuX3NIayiUhfbgnVDzbJkWmupCSnGTxSaL4MYcUiaXSOok9OUd7/UezPPfaIiqLUuWYGGKjwggPCyMsOp7otCxSctRGY0UUlVVSWi3E8vXQlgHQ++JZQZJNS52QnHwqijLIzMogJT1dfsr9yu+pOUVkqw0xhO3+0o/iH61zRq0DSiY7NZ54tT4vu5gi8cWbHlS1NrqWusp8SrITSE+IIDo8hLBXoYSGRBAuvowTX2YUV1Ii1UNbk25g9KZ4VlAzPFrqSiQ3ZZEjcai16aw00iUeU7LyyCqsoEJuTA3a/fIrxY/SppslzsoLUklPiSM+NZ2kfCmoIm7U+lqtJIiv1bTmuopiygqyyM1KkWeVSrzkjCzxXZkQeAPuyfQOels8K6eokSo1LV1talNZlE5OhsRFdCThoRFEhMUQl5hBekGJNrJSI45Uo85vfKkcK2RFrcsqz6UwM5HUlGSJq3wyi6uplLymTRfuOPoNmoWYClEszSQ/V/JHpnyH5OIsif+0bBHpBeWUSCyrmDSka3tt2rbU1Ta1Nq++gurKAgpz5D7ioomLCCMyIpzI+ETipdZmlVZRpmqMmrb9/teqTsMGITplWeRnJhCfEEdippBDERpqGcW7y71VDmiftq1GaiuLMynIiiMpPpKIiEhCw2OJik0jTfJIQWUNlQ2SL+T8t7l6d9B74llBxZLcZ5P4p0ZtKJlLcU4CaUlRREaquhlDZEwKSRl55EreL69X8dGeH3++LTlfbU7XWJVPUU6SxKLkxnSpL0U1Wn1pUs9JvfJH7UJbmEpuUgTxUaES62GEhqq8GKJZyK9ZZAxhaXkkyueVd6zt6yp6WzyrwGptahAxK7FUkS85S2p0sppqKW06JFLiMV64R7bkrgpKRDWr2qno45tvVr+pZWe11JblUJSVQEqSxG9KlrTpKspVJ8zbPu+A9jql5ioaKvPE91Lb0+LlWUk+zcqW9i21LTubbPnOoupmya0dJ/UQvTttW9VPtQFTFdUVhRRlJ5OZGEGCcJFI8WVYfDIxmfmaHytqpB2qztP2M3+G6uBtkTpdraZ9S52OS4gX7qxG+xu1GXm/fNzimOYaid9CiX15bqmJJKWnkaSWF0puzJQalyp1LVPqWpnaHPQDz6GrMLh4ljhoVW1QeIeqB4lRkv/CQglT7aujjX2wbSl79YqIqFjhd6I1qluo6xgNVYK8qb6UivxUclIlNyZlkJBVQmF1ffu+RdoXv0a7R9qEXzUKvyovVLxK/Kb4lVrSJXw/NVf4VYnwK4llQ4SiwcWzdg9SIxsrpSankZvcHnehKk+F/EaeEq6v/YyMJjQ1lwQtT0kca5EpdV7qS5XU+Px0qS2JySSmSy4tr9U27HzTNyvPr6FWdFKucPQEkuMjiFS8MVS+M0x4Y0wisWm5whurKJX80Sj33tMYfBufrnj+hNHr4vkfAG+LZ1WQDS6e/wHwccTzPwZ6Wzz/2dHr4vkfDB9nw7A/L3pXPP9joNfF8z8QPtaGYX9m9NqGYf9AMLx4/seFLp67AV089xy/EM/WNlpPlS6eOw9dPBsOunjuGXTxbFjo4rln0MVzz6GLZ8NBF889hy6eew5dPBsOunjuBnTx3HPo4rnn0MWz4aCL555BF8+GhS6eewZdPPccung2HHTx3HPo4rnn0MWz4aCL525AF889hy6eew5dPBsOunjuGXTxbFjo4rln0MVzz6GLZ8NBF889hy6eew5dPBsOunjuBnTx3HP0+oZh/wDQxbPhoIvnnkEXz4aFLp57Bl089xy6eDYcdPHcc+jiuefQxbPhoIvnbkAXzz2HLp57Dl08Gw66eO4ZdPFsWOjiuWfQxXPPoYtnw0EXzz2HLp57Dl08Gw66eO4GdPHcc+jiuefQxbPhoIvnnkEXz4aFLp57Bl089xy6eDYcdPHcc+jiuefQxbPhoIvnbkAXzz2HLp57Dl08Gw66eO4ZdPFsWOjiuWfQxXPPoYtnw0EXzz2HLp57Dl08Gw66eO4GdPHcc+jiuefQxbPhoIvnnkEXz4aFLp57Bl089xy6eDYcdPHcc+jiuefQxbPh0PviecVKrXA9831KXm7unyLpqgL8tnhWxaS+vr7jX3V0Bqoo+/r6Ynz2rFaQba1tCAsJpaGhoeMIHb8HRRArpHAoov1aPN9xvU11VXXHETo6i+ysLC5fvKSJZ5Wvgl8GU1aiF+WuoFR15AQGYmNtzZFDh7h04QIRERF/ig7Tj42X4sfX4tnz0SPq9PrSJSiekZSYxBVzC44dOYq5qRk+T55QIjGqo/OorKoiTgTLtatXNfFsdOo0iYmJHf+qo7NQHRFPRDC/Fs+qI6dABEuTiGodnYPqgIiLi8PRwYFzZ85yTrjjQw8PyoVL6ug8WqUeK77ztnguKCjo+FcdnYXSKqrz5sD+/Zw6eZL7bm6kpqQYRjw72juwYslSLhqfx8vTU/vgmpoaTWh+zpadnc3lS5eYPWMGx44eJTIyUiOOanTgQ8fr9ktTjfWRkMLTEnSK3CiSE+gfoPUiqqD80Dm6vWtVQmzy8vK0jqntW7YyW8TzTecbFBcVf/B43X7dkpOSOH/OmA1r13Hx/AX8nvuRnZOt9S5+6Hjd3jXlp9zcXJ4+faqN9h3Yu0+bVaJG8FWc6m26a+b3/DlLFi5i5rRpPLh/X5thoteXzpmKNcUzoiKjtA6xQwcOaB05imjnSO1Wo30fOk+3d03FW6HU6bDQUKwsLVmzchUnjh0nKipKa+96m+68VVdXa/G3dvVqqdVbtN8z0tK1QYQPHa/bL62yspLwsDBsbWy02YpKsNy7e0cbwVej0h86R7d3TbXbaqnHiu+ogatpP03G6OQpMtLTP3i8br9uSqvcvXOHPbt2cfTwYVxv3SIxIYFGQ4hnu6tXmTtrNof2H8D+2jWeCsmPjo4mPj5O60H63CxeWXw8gQEBGJ0+zYK5czmwb782rS40JESb3vSh83R7Y699+PLlS603e/fOnWzfuk0ryir4VHJUI/kfOle3N6b8GC0kRo303bxxk80bNjJv9mysrlwhRGJR+Vgd86FzdXtjyk/qp6+PL0cOHWblsuUcOXyEG843eOH/Qpsm9v45ur1rWpyJn1RedHJy4vjRY2xcv579e/ZqMyGiRcTobbpz9rrN3r19R1vytHD+Ahzs7DUBE6PXl05ZgrRpxTM8RKAcOXiIzRs3cujgAa4K6Q7w99dGTj90nm7vmuIzwVKn1YjKGSMjVixdxr69+7ROb5UXlZ8/dJ5u75qqMarDQU03XrVihZYb7YQPP3/2jMjw8A+eo9u7pnyoZjGpjsQzp43YtWOnZpZXLAgSDpQkYvBD5+n2rql2GxUZKVrMl5NHj2v67NiRI7zw82vnjHqb7pQpP4WHh0n8XdEGXLZt2YKV5RXCRL/UN7yZPdtt8WxjZcWk8RNYs3Ilhw8c0KZDqgTidN0RJ8fP1K5f1+5rj4i+hfPma4VZ9Wqrwqymk3zwHN3eNeVDa2ttRGD5kqUsWbSYDevWaaPQqsPFWQj4B8/T7R1zsLPTGq/qhV0pRHv+nDnadFm1Pk35+EPn6PaedfhJTevctGEj8+fOY70kQyUAr5ibc11v05021XGjZuKsX7OGBfPmsXrFSs6cOqXFqd6mu2ZqSp0Szyo3qvZ9Tdq0Xl86Z87SppWvLpw3Zu2q1dr0dzVqenD/fi1f6rHYOVO5T+1foISzIoeK76g6feniRa7Lvys/f+g83d4z8ZPivWqJ35JFizTOozpqzUxNNRH9wXN0e8dUrClfqdHSLRs3sWzJEs2Pe/fs0WZF3HB2/uB5ur1rqt3aSz02MzFh59btWpveuX275kONC+ltulOm4lEN/u3fu4/FCxZqnWJnJU+qzlk1Kv0a3RPPjU1YW1oxduQo5sycqQX61s2b2SfBfmDfvs/adu/axcply7Q1pspxWzZt0kZQ9+3d+8HjdfulKX8pcqh8qKYmzp87V0TLWvbu3q2RnA+do9u7pnyl1jqrtWhq1HnmtOkaWdwjfz+w/8Pn6PZhU35cvHAR06dOE1/O0Toj1FT4/Xqb7rSpIrxaisi8WbOZMWWq5kc1yqJyvt6mu2aqpsyfM5e5M2ZqPdtqapheXzpnKtZUu1Ud28qHM6dOZe7MWaxcukyLUT0WO2fKh8pf69asYdH8+eLHadrPrSKk1SY5uh87b8qXqlN2zqxZwoclFqW+bBE+rNXqDxyv27umYm3vnt1aPVkwd57wxukad1SzIXbt2MHBAwc+eJ5u75pqt4o3btu8hWWLl2hL/ZQ2U6P4Hzpetw+bikfVdlctWy61ZbY2Y1HNiPB/YQjx3NSkbQI1adx4lojAVARATXFW6xRUT+bnbEePHNF6GqZNnsxSIdwqGI8fO8bpU6c+eLxuv7TjR4+yRcjNonnztWSoGrAq1GrXOrWL4ofO0e1dU746cviwNiqgxPO0ST+xaf0GrYf7Q8fr9ut26OBBrRDPmjZDy1ebN27SdoxWyzM+dLxu75n4Sa37UaJv6aLFzBfhrIrznp27tBklepvumu3auVMjiGpNmiLZqk3r9aXzpny1f88erU2rGTlq/fgmId5qZo4ei50z5UPVplVdXrF0iRaPqm2r/QxUXtT92HlTvty2ZasmnFXnohKBaqOhk3qt7rSdPHmiY+BqucYbF89foPGd48LH9VjsnKl2e1LqsRJ/aj+qqcIZFfdW7fxDx+v266b496YNGyQOhS/KTzWzOuTVK8OIZzVVRU2ZOn7kKNftHXjx/Lk2XzwpMVFbWP25mbpuZWodkEp6asRUjQh4enpq6zHUerUPnafbu6Z8GBoSqk0LO7hvH3uFYJ85dZq7d+9qa4PUZgYfOk+3d02tgXwVHMytmzdZv2atNjKgNl5TrwfSYvUD5+j2rr3ORWqDJrX2R/Ukqp+uLrd4GRSkret7/xzd3rXXPlSxePPGDW33fDVqr6Ymurvd19ZZ6W26c6b5Uuy2qysL5sxl+uQp2vQwtSmlWmf1oXN0e9eUD1UtVq8DOnn8BDu2befE0aPa8oFgadPqdSIfOk+3d03Fm9rLRe0oe87ojEay9+3Zi7eXl+TFBL1Nd9JUPCreq+JPdeasX70G+2t2+Pv7a2vzP3SObu+aWtOs+M4jj4fakhY1XVaZGqALFcGSkpLywfN0e9cUn1H12O/ZM20/CLXbthrUVNONVZy+ruW6/bYpPymtouJPjeKrJag3nZ21uqM2r3uNbovnt9/z7PvER9vpUm03r14j8TlbYWHhO6+qUolR7e6pXsnyoeN1+6WpnerUq0N+fs+zpZXWa/P6faa6/b6pRlqq3q374sXPr6pyveVKZUXlB4/X7dctMyPjrfc8XyYoMEjbtVy9YuRDx+v2rik/qVf4KUKo1k+9fs+z2kBDxemHztHt101tvvb6VVVqZ15VX/RY7LwpnqEEnvnP73k20cR0UVGReo/VL47X7Zem+Ex5eTkxIvCu2rx5z7MS1Xosds0UH/b29Pz5VVWqA0K9ulVtLvSh43X7pand3ZWAdrC3a3/Ps5h6z656043Ch87R7V1T7bZJ6rHiO2+/qkq9teVDx+v266a0ivv9+734nmcRz6/f86y2lFdf+rmjRASL2uxBiWflNP09z12Heu2A/p7nnkF7z7OQm/ff81xTXdNxhI7OQnXs/eI9z6X6e567AtUhpr/n2TB4/z3Pen3pGhTP+NB7nl8TbR2dg3rNnBpN0d/z3DMo0fL+e57Va8D09zx3Htp7nuN/+Z5n9bovHZ2Hes+z4juqc1uJZzWrRA0I6ugalFZRs3L27+9F8axGnp/6+JKbk/OnIFKq9/rtkWfVE6t6IVSC1NE5qB5tHx+fNyPPVtaEvgrR3kOno3NQbUy9/zXQ3/9n8Xz7litVlVUdR+joLLIyM98aeTbR3k9cUlzyp+js+xhQflKdigEBAdoOva9HntUSgreLiY7OQXWIvRbP6lWIr2fk6OgcFM9ITEjU3jnePvJsqgkWNTtCR+eg+IwSJuqVVeoNDq9HntVggR6LXYMSfo+9vH4Wz2oWhBpMUu8c19E5qBlMasqxWg6qjTwLd1TiRXXa6ugcVLttlnqs+M7bI8/5+fkdR+joLJRWUTMfenXkWRfPOt6HLp57Dl08Gw66eO4ZdPFsWOjiuWfQxXPPoYtnw0EXzz2HLp57Dl08Gw66eO4GdPHcc+jiuefQxbPhoIvnnkEXz4aFLp57Bl089xy6eDYcdPHcc+jiuefQxbPhoIvnbkAXzz2HLp57Dl08Gw66eO4ZdPFsWOjiuWfQxXPPoYtnw0EXzz2HLp57jj+FeP5EUo8unruBP1Q8S/C3tbbQ2tJEY0ODfG+9WKP4u6XzMaV9RrM8iyYtqTc1q5/tvzc3t8jfW2mVD+vNGP10xbO6cfGl+Ef5RMWx2tSj3Tev/SQ+Egf1to9+D5+2eFY7Eqo47fCjZq/9KDHXJCa54LUf/2h8duK5rbUjD7z2r/zU/KnarvJ9x3EfCZ+ueO7Idc2NNDc2aDlTbfTx29Yoxymfij+VLzs+6WPi0xLPyocq1sSHTZ31oZiQXeXD5j+gjX+S4lnFkvixRbVX8U9nY7GhsZnGjprzMd34WYpn5WPJjSovKj+/yY3yN+U/uew/4spVzfvsxLPmS4m7Dp7YrNWWP8Z/Cp+2eFaOaY+75iapHx21Rl1zo+I6r9vvH+W8Dnw+4ll8pWqOqtv1tTTU11EvebChWXK7kll/sB8VdPHcDfxh4llIYGtDFbUl6eQmBREV4seToCieReeSVSbB9buJTQg30rjry6guiCc7OZSI6AhCIsOIig4hMjaKkLh0ErJLKa5ppl5up7di9FMVz23NdTRV5VCaHUtM+Evt9VkhkZGEx4QTGRlAeFQIYQnpJOdVUFonpOZ3fd57+CTFs3KGFFzEj/XlORSkhhMf/ZKgiDBeih+jYsWPUWG8ElEVnpROSlE1JRJoimD/kfgsxLN2KfI/bSJKaoupzE8kM1H8GaZiNJqI5ExSCsul7TZSK4GpRPTHwqcpnhWZqaa6MJGsiCeE+rrx6P497kuRU4XuF+bmxn23B7i7PcHz0StexeSQUdFIlYRzy0cOg09HPCsS00h9WSpFST5EBrjh5fEB3/1syof3xcfia68nBESnkFDUIG28I3w/Ej458SzEmsYKGsvSyVL50MMdr7t3cf+gD1WMdvjRwwu3p2H4RGWRUlxFjTDHj8WgPjvxrK6puYaGyjyKM2JJjpa8GB5GUHQCsen55BRXU1nfhJKrH/vqPzvxrGp4Yzl1ZRlkJoUTGx1JQlYxOUItaiSd/xFP/5MVzxrfqaKpMpvc1DAig5/wzMuDRx4eeHj74h0k3Ccxm2ThOhWi/j5W+/0QPn3xrCKriRbJlTXFaeQmvCTihafUwxeEpeSTWt5K9R/ZF/8WdPHcDXx08axGmVqahTCXUVsUT0aoK15Xd3PuyEZWHr3CNrtAfFJKKBcB8ltX0NbaQHNDCWXZIcT52fDg5nlMbCw4b2WOrf0lLO2ucO7aHew8QwlIKSarqom6Xnpcn554FpLY0kB9aQb5MY8IdL+C5YVTnDlnzAUbG8ztzbG2Po6Z5VkuOt7GyTec4IxScmtaaPiDeMQnKZ5VB01TJY2lyWRFPsLX9SI2Fqc4Zm6GkbUVto4WWNtc4oLpRUzEjzf84glOr6BUKrISKH+QKz998ayuo7WJ1sZKasszyUv2J+KpI25OlzE3ucBF62tYuj/lQXgqsfnVIqBbaP6Iiu/TE8/q3utpqkklLcCe+2eWcnzlJOZOn8y0KdOYPnUaM942Eakzpkxi2qQp/DRxBTPnneSY1XO80qrJbBDi1sv9ou/j0xHPzVrNKIhyIfDqcs5vn8iC2VOYPHmq+HBqh//UT2XKh5OZPvknJo2ZwIy5q9htcQ+nqHLiyj9uB8QnJ55bRSRVxFEqfnxgsp8dM6azYPwkZk5Rfnwdj2/8OF38OO2nCUyZPpuJG86w2uIpdyLzKBDy/bFa0+cjnlXtVh2KZVTmCz+KfIK/mzXOVucwNpO6Y3eL696vCIjNI7O0lhrhSYrWfMw7+OzEc0sNLSWRZIfe5K7NcS6fP4v1wzCeZLSRXS3//JHzocKnKZ5baG2ooLEwnvxIDx7fMuLSibVsXTGbRbNmMWPRUhbsPMwuq7vYPI8lNLec0qZWmv+g5vPpimdxiKZzlEaRdlwQQ3qgM962ezi1ZQ67d+/G+F4wHmnN5H8iKzt18dwNfDzxrFqYkOCGampKsihKfUV6hBtPXY5zduNE5kweQ7+Fh5h6zpu7sQUU/1avdFsLjZVZFCd68tLLClMLI46ZXOaSswv27ve4/+gm91xF3EjBuWhty3mXp9wKTiO5rJ5auQxDN/ZPTjw3VtFYEE1qwD3uWIhgPn6CE8bmXLC7iaO7B3e97kpDucpNx7OYmR3HWATCJbcA3CJzyahpFJquntTHxaclnlWAqKRRTXV+GCnPbfFwOMm5C6c4bGLOpRuuOD5wx8Nb/Hj/Gs725zC9YITRKUusnJ/xNKGU9MpW6v+g115+8uK5pZKWimRyY73xd7fmxrWLmFmbYmpjhfX161x3f4RbQDiBybmkl9RRWS+54COO5n9y4lmN9DUVUpfzlICbxzglwnn59HFMn7+YuUtXsmzFCla9tpWrWLV0Mctnj2HOhP4MGjaN7yYeYbOZL96Z1eRKTDZ95DD4NMSzZLTmchrKo4l2P8u1bePYNGcUk+fOZ9rC5SxbvvyND5UtW8zK+ZNZMHkYP343mG8HLmLFmds4inKOF8L9Mfn2pyae25qqqc/wJunhQUz2LWLCqCmMnziH+UuWsWzlSlb+7Efl00UsnS8iekxfxg79noGL9zLHxI+bEUUUN7Z8tDrz6YtndQ0iXpoqqcyNIPXVXTxvXcHa/CKm5maYX7vGFZfbODx6yuPgBGLSSyioaqBerv1j1+rPRzyrVtpIc20m+WF2+Nqs4+CqcSxevITtNj5cj28jqVzuRxfPqlHT1lBIZVY40d43cbtyBrPz+zl8dDM7NixgxdyJ/DRxMMMnjmL8knUsPWHJBc9IfLNqKKhrnwL/sfFJimetGQtHaKygviKH3MxYooLu4Wu/DbNtQ5kz/L+YOH0WG619cIiXa69pP+2Phi6eu4GPK56baagppiQtlNTgO4Q+vcINs61snjqUYX2H8vdp+5l81os7vyWeRTi3NVVQluxLqMs+rhhtYva+y6yy9ME9Oo2UslLyS3LJS/AhzuM4Nud3sXzbabZedueefG6aKMNaAw8bfGriua0yjfJQO7zN97Jx0XYWrbmE8b0wHicXk1JYRnF5MaXFmWSE3+OZ3SbOHVvH/L2X2GH/HJ/sSgrk0X/sEehPSzyLA1pVl3QGWSF2uBst4NiOZaw0suOo+DEwWZJiaRmlZUWU5UWRG30bT9O9HJ09hy3rT3DSLR6P1HqKVFHp+MSPiU9TPGtVRf6/lqbSeIqiXXhip3pi57N2wxbWnXPC1COYgMRM0otKKa6soaqukYamduH8MS/9kxPPraJ4K+IpC7cXUrOfLWs2sG6HiOirt7h6+wF33Ny1wqfMw8OD+7edcDHdxsU9E1iwdi2DNttx+E4U0aV11IgfP3bV+iTEc1sjbbWpVGc8wPfqMU6IuNuycR/7zBwwuemGq9v9Dh8+0Oz+HWfu2R7B6thSZk9fRv/Jp9ht84Kn+dVafvyYV//JiOeOZ9ZSV0xB2HX8r63j1OGNTNl6ms3nr2Fz+y63PcR3HX70eODGg/vXuXH1FEabp7FhxhAW7jVmx71knqTXU/MRe3E+bfGs8lszLY1qCVoksU/MuX1xHTs3rGThuoPssbyH08skQtILySstp7xa2nF9M43CkVR9+dhX/9mI57YG4Yp5VGT78MJxE+fX9mX64P9g6JifWHLZE+u4NhIqdPGsobma5uJwMoNvcPPCSQ5t2ceJi5aYu9zk5i0bHM33c3zrRBb99AXDfvyO/hPmM/XELY775hBR2EDTH6CeP0nxrNAsvL82h8r8aKLCnuF17wo3z8zi+OL/ZHSf/5eB42ew6soT7HXx/Hnj4488V1FdlE5RRjBZKR48cz3JiRljmfL1ML6beqB95DnuV8SzKnJN5bQWh5LgdQmrndPZtGops07c45BnHpFF9TTIYa1SiFqrE6lJssPTYgdbZi9i6eoT7L8djlt6LUW1hh0S/HTEs3pmTdTnB5F0bzvW++cwZf4uZu5xwTm8vePgzRVJsS54RbbXQWyOLmDi7KXM2GOBeXAeYVJQKj+yRvikxLNa99OQByXPibhzAKOlw1i2eLGW8K6EVZFVrdbbd6C1jJbyMKJuH8d86QhWLVzKPONHGD/PJbFcxJ8c8rHLyqcpniU2m8poq4ghM8CO+5c2cmTzIhav3crak9aYeobzLLWEfLX2vuOMPwqfjnhWz6t9CUZtRiApnue5Z2fMWdvbWHkEE5iYRXJ2HjlCXPPzleVSWJRPdloEEe4ncTGaxLaju5lu4oNZQC45NU0fPRYVPgXxrPZ/aMwLpjDYAo8bJhiZOGN66wWPI1OJzcwl+2cf5muWnRZL0jNzHlutZM22XYzYfgsjj0TiK+up7fjMj4VPRzyrilxFQ1UC0T43uG1qxBVrO0y9gvGITiEuO4esgjxyNT8WUJCfRX5mEDF+djjsXcOeKbPYddIBs5clhJW0aRvmfCx86iPPLWp6Z/oz4h8Zc/XQOjYvWsKSjUfZbHoPO/9kIgvrKPtEtOnnIp5b6oupzfIm8fGh/3977/1XRZbt/f8d3+eH+9zn+9x7586dmZ7ppN3apm7bnNuEOeecM0kFFTCQQVAQVERQMICASlIkieScc85wOAfO+9n7qK1229220Idipj6vWQd7qDpUrVp7r/WuvWsX9kemsmjSnxj+t3/n6++ms8I+lIsCnrNFraNV4Zm+rkba8sLIinDH74o3Fy7dJzAqlcTcQgqKcyhIDSPprhVe5j+wesIXfPPVBL5ee5bVl5N5WNhMe6/IU6++y1hSLDz3inbQ00RXa6U4tjzS4+/y9MpW3Hd9xYxRf2LUdBM2uD7iSpYKz79bfTqtSECttAhYqK5tEAmnkbLaFmqaO2nT9RqKxzftWYSknLbXp0HT1U5zQxM1NS/3Ka1roaKh0/CMpUbApgze3xvAxn3mWd5h7TOcv07bICyHkniRWFfPY+OX3zNGwPM821+D5170bQV0ZFzmkctGts+ZwAKTzey4lMC17F7K2l5Djdizr1YA9FNS/E/gsGgaG+asYZ55IFYRpeTWdw7o4ljKgWfpsS5aisOI91iMzc6JTF99hMXW97iTVUeVKFYkzBkkY6oli/ZER/xPr2H21JlMX2fJ8fASHtUKbvxxQ+NIcfDcXgglN4m5uJXtM8cyZ+EGtl5+aphqUymq5zex0yUKn2IKIx3wPzyBLWsXMtn0KkeCc3kh4mww5h4oD55Fu9WJorsulbrnXtyz38r+xbMwWbaVlWf8Of8wm7S6Nhq1ou8bwHb5sVIWPMtnp7ppKogn+4EHsQ+DCMss50VdN609cuVTufquTuQiuSJvD719nXQ0ZJIedJKrh2dgamXJzsAMArI7aNR8XL7qrxQBz9puusoSqIq7REzMPW4klxJd0mlYkK7nbR8aTENXczFlkeeJcFjE7uPmLHB5gkdCDVWd2p/npT9YioFnw5nX0d2WTkpsJEHXIngYnUFuUwcNPVq6X/nxpS976dW2o22Ip+SpJ5cOHGD7jN0cvxBKUH4HhaJjNCa0KBaeRa7p62mmtSKR9DtWXDWdy5ZFK5hpYslux3D80mrIadYaRukHY2rs+6R4eJa1ja6DjpoM8h67EGy/gv0bxzP5+0/4xyf/yVfjp7PSIdQw8qzC80v1djbSlBlO3hN/YpNTeFzYRkGThg75pgZtD9r2SjTVEWQGW3Bq0URmDhvPlybHmWcfyZ2cOppVeH4j2Z/Idt0n8rNWQ6eIw5rI09yznsbC8Z8wevoi1rs+VOH5Y9Td3EjliySeiQ7I91YYF/wfYR/wDP/YfFIb2pEp8R3I0QuY7amgujiNJ+FR+N8Mw9k/jHO3n+L6MI/wrAaq20XhJDd/udcHy7jw/Lbk/ftSalL9uLl+IduGfc+3vwnPGrqrnlFyfxdXDk5k/rhJIsmYYhmUawA+UU++kjx2AV29+eQ/tMdv22S2T5/GuPnWrLeP5XFJEzXiyweqq1cWPHfSVHifJ84/YLX6K6ZMX8/cnT5cjq8iSzTU9teXVcZVaw4dya7ctN7KnAnLmLXGDpuoMmKbMfpdbsXBc2s+FPgS6bSBtZPH8O3UVcy3CeFCXD3Fra9H8OSngGdtMcXR9tw6OoEdm5Yw7WQg5qFFZDd0YcTBlR+lLHiWiaQDXXshZYlXeXB+JUeXTGX6+GXM2+qIVWgWj6u7RfJ96U0lSDnwLCX7f53IGdU0FmeKIrWU6g4trfL/frXFG8n2X0dnZRQxLsc4u9gES3MnLsRUEVvTR8cgreyiiGnb8nV9bTW0V2ZSVV1GUYuWOtHHve4O31W78HcqmYHHuHFoGkdOnGL/nULu5nfRrHn/Hn+klAPP8pp1ouupo1bAUkFuDVV17b88u0Yu1FT2gNwHZzh12IL5Kx2wup5EfIOGBuFGGa3GkuLg+dWf1PeIWKt8Sv4jWzyOzGHl9JFMWbqHBcfv4B5dSkFb75taUCFSLDy/vow6UVs2Z1CVGsR1dwcO7jmA6cHl7No8nonf/oORE2eywj5Ehee31Kftpru+hObqAmqbW6kRl7LrnWYhikd9DlXxHnitmcPqEZMZtdKWeRcTCC1oGvBHIT9Est0qc8Gwd6VvKaDl2Xki7GazeMI/VHjuDzx31lRQGHGP4ItuHDzlwiKziyyxvIGpTxz3ChsoFMcrn00zSEJOTwM9dSmkPbmHu/Ml9pk7s8LMhRV2t9jnl8q15FpKW3oMhfrvDeHBg+d2YcVUpVzjxroFbBXwPO5X4VneyWmkIecOTy/M5bSJAMPh85i13J7zj0tIEEHY9ON1ll4QgKOvpTzxMiEnp3Lgh2/4ZtQa5u65hs+LarIE13YM0Ckqa9q2hvbyKFJ91+Gw8RumfTONcTOOsMM9Br+0egpae+kW/tH3daApe0LebQvcj+3AZOlxNlgGcTOzgQLRcXYas7IRUhw8d5RB1T3iffdxYN4YJo2bzNh1J9l88TEh2XVUiODRyqJLV013XSRJty1x2D2PbXsPsM3nKd4vGqkapPcQKAqehS/1neW0FYcQ47sfs8XDmPXdZL5deIptTrE8KGpDpjojh9uvSvpJUc88/6g3d/ffdyXl9G46M2jK8OHGSdHmZ+/B3DqAQFEh5oh6crBW0lcEPL+W/LPyb//Sn9eL66stpbX0AREO+zmzdCGmJ9xxTWgksU5P5yBcfuXA87uS1/DXrqK+u57mFE/iru7g4Akrplvc4UJkMYVdWsOilMZkFuWNPMu/qaOnpYiKGBdCTy1ky8zRfPX1NGYddMM8vIi4ao3RViP/PVIuPMuI0qFrLaMx5Rbx/g6cOefLNqsbXHIzx8tmPsvnDGP05Fksu6DC8zsyNIE37eBnLUIv6jB9NhWJ3nhtWcP26atYanGdw+HFJFZ3D8rrOWW7VT486+ltyqPp6VnCbGexSIXn/sFzT30V1U8eEH7Fk8NnXDAxdWWR+RUOXI7ielod6a3Q+nrIqq9XOL+CltRHRN66hsVZN1YJcF5s5sF2twicoiuILtVQ3/1y8Yjfq6EBz7JhdtGnK6A84TK3dkxjz8iRfPvXVfyw+hJuzypIFxu3/PRy6LupTfcj2nEq5ks+YfTwiUxecxa7x6U8rRPQO0CZSTnwLP0k/NaURU2ULbdOLBCNdRyfj5jDyOVWbHOJ4HZaBQUtTaKQyKfkqQ+3T23A6tAedtgFcCE0j8z6bjrFpTc2zCgLnoUDdCKJdWdSEOWA157JbJz4D8YJ6Juw3pwD1+K5ndFARVMb7VWJVDxzwN95P9t2HWGn7TWuJJaR0tBD+yCN9CkKnuUr0yrjKXt0Ah+zmfww5m98PWUJM8wDOP2gkLTqdjp0Wnrk1DARAz1aOe1T9HkiGct8PBgelH5SJjz/uvTaDvRVkZRHnsbeypz5G50w9XpKbE0ntTKkX21nbCkKnn9LvQLrmp5Tm+jFlWOmbJ55hGO2IdwpaadAA4Mw8KxYeP5lSSfp0bYVURB+kuALizhgd4oVXkn4pTfR2NP7agvjSXkjz6If0dfSWv6YJ+57sFkwjtlfT2H4hN1ss7+Pf04teW3ddAnIMkyb7ZHTZ2XfKOo80TEaDnmQmpBi4blPNFBdDU1FT3nq44SPtQ1OPg+5FJVBdIgD9+xNWP+DCs+/WyLY5Erc+obH5D5yxO6AKTu3neVsYAJhpe1Uqatt/4pUeB7YZ56ba2h9/ognN30wPevOIjMJz5fY6xmBV2ItSQLsWgz9UK+o49tpL88hL/Q2N9w82GXtisnxSyy0DsDUP5kHeW0UCb742JHCoQPPLfR1p1DwyB6PRRNY86dRjPqvTcxfK2AlpZp8sUXbTxuwgKCGrEDiPadhvfI/GPPFZ4wxOcKR2zmElPRSP0Bsqxx4fqXuejRFETwPPI715mnM+m4kf/l6NmOWCrhz8OPivTBCHt7m7g0nPM5a4uR+Ca+oTGJES2419ktgX0lR8GyINzlZronmwgckXdmFw6bRLBj7F0Z+O5lJm63Y43gDv9AQHoRdJ/jGOeFDR8zdgvEIzyStrpMmEbyDxM4Kguc+9LoG6tNFG3RZysmlX/D1J//Dp1OXMf/0FawCH3H3YTjRj+7w4H4Ad0Puc/dxHNHpReSKxtnYIxLPIBS2QxWe5aJDHVnXSb2xCctTR5lx/DZWIXnktr18/dwghePQgmddBz0loRSEWHLmoClzl7lhfjmZpCYNDfLXL7cyqoYcPEswpI2u+gSeXd7Hxd1zOWzjyOGwUh6W9dA1CLSiOHiWK/K2p1GVfJErRxawbMQXDBs2h8/nmbHjnA9XH4USFhtCREQQ94JuERwcRmhMCvH5lZQ3d9Il8ssgzJQ1SKnw3KdppqcymoKoi/jYn+O0jQ/XI3NIqaql6JkHkY4mbBbwPEaF598h4ZzeNjS1KVTEnOe++36OWDpywCGC+2nVVImmPliPFajwPHAaMvBMax09WbEk3/PjuP1Flpi5CHj2YI9HOJ7PanlWJcp2Q7XTJTqECiqy4wj19sXulAubLF1ZctqPFS6xXHhUTEZtF+39KNSHDDzrG+ltiSPn/hkuzP6Oxf8+ihH/sYWF6/zwS62hRGwlv/EdCXhuFPCc6DmVU6v+t4DnPzF87g62+b4gILubmgGat604eJarjXfV0pAbTsLV/djvnMT00Z/z6bDRfDllIROWbGLZtr0cPOOIy91YwjLKKWzooF0zOHcQpZQFz1IyNuSq7SW05NwhzvcApzeMZf64vzLiqxGMnTiFBWuXsOKwKRvOXscmOInHOTWUNctXsIjYlSE7SL5UBjxL/3UIoMsm/7ETfjsnsmX0//DFf3/KCBGDy4+Zsc/2BKYWuzm4eykb10xn8fKFzN+wm222V3B5nMuz8g6ausQ1MLIfhx48Swfp0HZWUBZ9llDb6Ryx2s9Sj2jc4muoFT4cTA0deNaLfNtIfcpl4q6s4vDxg4YbEDbhRZR0vlw5fzD6xyEHz30i7/UV0FogoE+07+Pz1mBu7YdbUgspzaLYHoS7ikqD576eVnSlIeQG7eXEunGM+PIz/nP8Aj5bd4TVpkewOr2bkxbr2LPDhOXzZ4q2s5QlO05y0OM+AUlF5DX10CoXEXv1fcaU8uBZXD+9aJ/NhZRHOfPo8kHOX/LG5n4G0cVttLfW0JTkTpSA500qPH+ApD/lQpU6ersb6WlIoyTOi4CTCzi2bhrrTS9w4GoCD3LqqeruRSPazyB0i4Z2q8LzwGjowHOnAMGSRDIe3+Kc8yXWmTmxzNyNnW4PcI6uJqYMGuRDz10icCtfkBF9Dxeny+y1dGGNpQebnO5jdiePoIxWKtterv75scE7ZOC5t47ehkgyg45zZvo45v7v0Xz1f7exaJ0//uk1lIqtfhaHEp6zA0m+NJUza/5NwPN/8PnsLay9nMS19A6qOj7y+v1EioNnIb1IJj2tJdRlBvHk6lFstkxk0ZQvGDZqOH/5ehTDx01l5vqjohN8SkBGIxXtoqN8te9gSHnw/Eq6dnpbCqlJv0W0z15st05i7shPGP33PzNi5JeMmL2EcdsusO9KHA8LWqgRFfYgDd7/KEXAs5z6rq9H2xRLyk1Lzi0cw8K/f8anf5nMpOUHOexxDfe7wVy/eYXrPudxdzyCxaEVbFw5i+Wr17P6oCM2/gnEFLYZVjfvMWJwDj14FnCsb6K7IZmUq2Zc3Cjg+dgJDgVnEZwvZ5MMRmnzRkMDnmWj7ULbnk9e6GlunZjDoeOmrLkcx5UXTTRodIMCKlJDDZ71AgxpjKE67gLOhw6ycbE5J0SxeL+0m1LRfIz4eucfpTR47u1qoC3Nk4SLs9m38G989uUX/HXuJiZaXsTcy5ebQVe4HeDOFY/TOFhu5dimRSxbtIQ5aw+y3f42bjFFpFS10ymncL/6TmNJcfCs6xI5Op/6nAeE+J7H4cI5nIIjCc5tpKitj77OGlqT3YhyUuH5tyWjSYtOtOG2mnzKMx6R8tgdf+dtHFg8gtmjP2XS3BXM3Xeeo96P8U8qJb+h0xCH0o3GjEUVngdOQweee1oEC6aRF38fT3cv9pg7scrcha0Ciu3CKggv6KO2rZe+xnJaUx4SE+CLma07qyzcWWl9lcM+T7iW0khqnZ7Wfq4CM2TgWVdLb+1DMgLNsZ42ltkCnod9BDx/NnMzqz0T8EnroFIO2Q+AFAnPoiuTr8DoqE2jIO4qd523cnL3DBYKiBkz7kuGf/4ZIycvYq7ZFazupPG0qIm6LtFpDlJRq0h4lq7oE52HppHOqmSKn3gSbL+Lg0tmYDLuKyaP+IwRY743xNRCUy9cwnOIL++ktvPVK5cGx5UKgWcBdNpSesqCiPHYw8FJ3zDhf0bxt2FrmX/oChef5pNY00KF6H+aG+T7YBNJuGeD97EZbJs7hnGjfmDebjfsHpfzpKbPqAA45OBZPuunKaSt+C6htgc4NnMFR4644xpXTXxdn2GK52BqaMCzuK76GrrqYom7fBjH9bM5Ym6HZWghEeU6w2ySwdJQg+feznq0udfJvrUL8yOmLNh5CZvbqbxo1SJYZVBu0ioNnnvaq6l6cpqwU8PZMu3f+GL4cL5ZI2/WPOV6cjGFol+sb66nriKXyhe3ifU9yom105jx3fd8u8KMpWfDuZ5Ubhj5kz2SMc9AOfAszlqvpbejmtbsUDLuueDg4MFR1zBuPCumoE1rWHhXL+E5SYXnD5N0Rjc9HTXU5T0l7ZE3d3zMOGe5gk0LxzN95OeMHv4Fw7+dwdjVJ9jgEE5wRjUVmj6jT99W4XngNHTgua+Nvo5cStIectPjChYCntebObPBPhjzoEJup3dS0dxOR0UeBQ9uE+Dixm4rVxaf9GG1Yxi297NJrOg0rC7d3xGZIQHPMrkZRp6jyHhr5Hn4R408b2adlxx57vwnH3nW0tOYT81zP2KDz3Pe1RFr5ws4uFtyxnwFW+YMY/oo0RHOXMrsfRcw9U/kflYDDd06oybi11IkPEv1irbanENpwh1C3M/ibnOa846unLM15/zBhWw1Gc+ob8bz1cTVLNrlxOkb8UQWt1EuLn33INXbioDnPgHPoo/rzr5MiP06lo8fwaefTeG/p5uz5sJDQgubEExsuMlgUG8Lrfn3SfPbg93GSYz/9CuGzz3AUq9kfDJaqTPi8u9DDZ71OgGjDQnUJzrhYb6fpfNMOWB7j7sFLRR2i7Y1GA36LQ0JeJZTjTuzacvx55b1YfbO3shhS18up9SRKlLVIL0i26ChA8/ymvYaZjzVxlgT6TiTfSfMWXwuDI8nZVSJYkW6cTCuvHLgWf4tLd2tRaK2M+fG/k9YNe5/MfzrkUzfe4FjYRVElmtpe/2khV4AaWcJ1an+BJ1azJ5ZnzJhwiK+X+XIqVupJDaIvCmcaszHCRQDz/IGragLO6qSeHHDk4ATp7ngeoeLMaUkVnUZXstpcEtnLa3J7kQ7vwXP9qF4ZkNOqzifQQhIZY886+jtaaO9TtTn+clkPn9IbMQ17l87i5vlBnbMH8nUkX/ni1FzmLTuDDb3Mnla20ujvP9oRF+q8DxwGjrwbFg5upTK3Cc88L6GnaUTmwU8rz53i91+mfjGV1NSWUF1ViIPr17j/Cnxe0s3Vp29xd7rKfgm1lDeqjXcI+pvfT6knnlufUZOiA0Oc75jyf8ZzYj/2IbJen/8BDzLZ57fC89ZgSQJeD69WsLzf4qCfDvbrqUSkKOhVi4rPQBSHDz3dqNrK6XqxV0eXzbF5aw5+z1CsI9I4VnWU17EeBBgs4LDJsOYNuozRkxewORdrpj6JRFf3ma4KaM18sN9yoJnee4y+nrQNOVQ+9yPcK8zWB2y4rjtNfzjsnmW/oz0hw74n1nN5tmjGTtsFF+OXsSsnU5Yh+TwsKzTsAL+YBSLioHn1iy6U125bbuCOd+N4E8j5vBfSy+w1TuBuMpWQw/wYxvXa9E3v6AhyR1/y+Us+vJzPh+/mm+tQ7CJLqO0RWM0Pw41eO7TtNBdeI+Cu/s5ZbaH6Vs9OOaTRGJdB43CaR+bpQZKQwKete30VsdQE2OHiygglsyz5sj5CMJK26gUaWIwb0AMHXiWkdZBZ30qGdd2c3X3WA5Yn2bnzRcEZbfQofuja4pflnLgWfqgi66WXLLvHOPK9k9Y9s3/x4hvRrHA1AO7+HbRbsUWbzpG8T8N7VXPSbu5i4tbP8fk2+8YO3k3u92iCCrpoUwjPG9E1w4+PMvrpRcpo5WuumcUx3vhb2vD6V3ncfON5mFhPQVNnbR0dIq+RkB0XSGVsfY8ODePdbO+YNTE6SyyuYVTcgfPq7pp7exBqzPujR3lP/Osp69XJ+C0RxxrN93t9XQ1ZFEa78ut08s5MO8LvvvyK76ZtoGtF2O4nq2hVCR0YzYlFZ4HTkMInntEYNZSV5RMzPUbuFo5sd3CmeV2AWzweYH7o1zy0pPJjgnhoosXu80FWFteZufFCBxFIRlV2kXLAL20c8jAM62CCVMpinTk8tIJrP/zaMb8aSsL1/njm1ZDgdhCfuM70vdSL+D52cWpWK34dwHPf2aUyV4O3c7mfkmfgJtX2/VTSoNnfUcFbdlBxF0/zYm9B9h52B7b0AzCylupam8UySSN0qSr3HfazOGFXzNzjOgEJ67A5JAnjjHlJNSLQsPIz0kqC55l7HcKR1ZTk3mbKLednDfdwXYrb6wD00msaKexQxSDNenkR3sQZLeSPSajGTV8FP+YsolZx29z9lEh2Y2iSJJ56OWXGk2KgGc5KtCeQ3e6B/fOrmHR+JH8beQP/Gm5A1t9kkmoajXc7HrTxsW/eopoLwri0fnt7Bv+Bd+OWMiofVexuJ9NjiiGjIWtQwee5fXsRdtZQ13yJZ55LsDUcjvzbEKwiyihuLVbZBrjx99PNRTgube7iY7cQLJu7eCk5RFm7/LmxI0XpDV2y55g0FY2lhoy8CxHSfVVtJQ+5LHVVuxmTMHi5EXORZXztFI7qKP3yoJnASMteeTeN+Xqnn+wYoyE59EsNL/EuaQukhrehueX0jQVUBl1kruWY1gzZRijvjNh3bk7eGVpyBOFjzHvSww+PMuT1aFtL6E8wY1Ir02cOXmUXZaXcPSL5HFyOimZWWQIy8zKJj0piqc3zblsOpXFk/7OV+MmMvuoK8fvZnE3voTcglrqW0WuFt9qrBBVNjy/T7KNdKOtTaHogTXXj85k4XfDGT5+AQvP3MM+oYXcplevUDOSVHgeOA0heO4V8NxGU0kWz2/fxOesE7tPOLPU1p8VlxM4G5xMUkQoMYG+WJ51Z7m5JyvO3MLiZjIhOc0UturpHqBWPnTguUvU48VUJl0heN80Doweyfi/r2Heam88EivJFIfb+s4hi330nVSnXSfKfipmi/+HUcNGM2m1NbaPi3ki6o6XrwPrv5QDz9JPOjQ1yZSEWuBrtZ4lq01ZduwmN9KqKNT20aGXrw9qo7e9kIpkP+4LsDlmMpZpI8YyYdEBVlxJFgm5g4oBeh78Q6U4eNbViRBNIC30FOe3TmXzxvVs9ozE7Xk7pa2i/YqOW9+roas2ncoED26fW8nW+V/zzdgpDDOxYqtLFA+Lm6gVfc/rGXjGkmLgWVOMptCfSKdtbB8/mjGfzeIvs2zY6BJHTEUzzWKzN12z8HlfJR1VD3nqfADrr4cx/av5jN5zBbN7mWQJeDbWM1VDC5470LRkk3f/FLcOf8/hI7vYfPU5vqmt1HcaO/LeL2XDszyOXrQdZVTFORHlNJ9j1kcxuRCGU0wZ5e1awxaDebhDBp57O6EznbrUa1zZtZOto9Zw4sxtbmY2ky268cGYHvtayoFnKZGj20opizxFsMXXrJ/0b3wt4Hn2EXesYluIq9bz0wXytS2lNCc6EHl+Bptmf82o7+ex9mwQlzI05P5LwrOGzsY00oMOcvXoKLZtWcCsbYfZfPQ0p07bcNbWBjthtra22FqZc2KPCVtNvmb88D/z98+HM3qhqI0OOHD4ZCCXryaQkFeHbE3GyjFDD55fqbOSrhw/nl3aws45o/h+/GxMrG5z9kkj2Y2itjRiU1LheeA0hOBZuLRPS1t5Ebkhtwh0dmaftRNLzlxjsXs05r5R3PG9jr+bK3tPubHE+jrr3WNxFNCXVt1Fu+hYBwpthg48y3deN9OUe4945wXYLR3B1K/nMWv5ec49KiFBBKGcbvxScnt5F7yGsnhP7llOYd8P3wiwWcP8/Ve5mlpNtnzEbYCcqBx4lhm3g5aiMBI8V2GzZzYzNhxnmV04oYUNhuTw0kXi2vZ20dOYQWWcK4EnV7JRwM3309cy5swDLJ/UkN9k3OUfFAXPhud1iwWFBhJ1aRub5o5l9rLN7LyWzI0CqJZDUa+k17YZpnbnRV7Az2IC62eMYuS4LSw/4s+11FpyRQgM0CSRD5Yy4Fk0Ln0t2vpHJPkc5dSUccz762T+MfIYq63CuV/USKXY7E2Uyf6mho7aaJ65HOHMiOHMHrOYb00DOPGwgPyWLqPdhBg68Cx8pquioyqSOLfD2M+dxMEdFpwMKyWsrHfAZif1V8qGZ5kE2uhuSiEzyAK//ZM4dsKSnX4vBPS10fRq4YLBPNqhAs96TQt9FY8ojjiL5eb9TJ5yAkvPGCKrO6gSbh6gdPtRUhY869F21NHw3I1opxns+uHPhmnbE3bZsy+kkkclPXT+ZBUrXWs5bSluPHUWEDh3KmMnrWO7Yxg383so7ha+NeIpKAOeu+lsSCMt8DDee0awfu4IxkyYxLcTpjF96lRmCpthsGnMmDyRqeOGM274//CPP/9f/vu//swnw0by9bcmTJpiwda9t7n5tERUoy8f/TOGK4csPGsb6K0KJzPQDCuTSSybNJ+tdvdwS2wjv1kdef65VHj+A+C5j67qMsof3SHU041Dp51ZYuXFogvB7HS6xbkLnpw+48TmEx6ss7+H+b1cbme2UDnArxQaOvAsfaYRPounJGQ3vocmYfLdRGYtOorFrWwiRHup/ZFV5bG3CrDJIT/8PNe2TGbL9JmMW2zDJqdnRJU0i+8X13WAGroy4FmejAz0Nhrz7xLpMJfjm75nynpzlp6LIEzAyht4FpK9XF8dutpHJHgf5cT075g3bSVjTt7DNLqKvMYBmtP+gVIcPLfmQZ43EY5rWD5lNJMXbGXX1RRuFgrEewuepfS9XbTkBfPCZzknV03iuzGbWbrvGldSqsn6V4VnQxvsoLczi7xQ0QbXT2TLyLEM+/s6Fu3x42pqDbkiGN8sOyD+oZcg+JgnTgexFvBsMnkt884/xjGhhor2HqMUNVJDBp7lDYr2bBozrnPLaj87Jq5k9153vF80kCKajRHXWPtVKRqe9eJ66ipoKw3jscshTpnM5qiFA7aPS4kSxNcx2KutCQ0VeNZ11NCWdoWka9vZuvswIzdd58y9LDJbuw3ZfjA9qSx4FsejaUFTHERmwFaOr/yG8SNHM3KdFUuvZnA7p5nWn6wEq20toyXRgWjHRWxesozx88w56hPH4xottWLTf60Fw+TJ9tDTXkZpoj/R3sdws9rD4X172bN7D/uE7X1t4vj27tjMjhUzWD7tS0Z/9if+9slnfD1lAbNWm7Jh+yVsHaJ5nF5NlfhWWbEZw5VDFp51jejrosi+a4fN8hVsmrMVc88YAvO7KZNPuhkxDlV4HjgNOXjW1lVS//QBkVcvc9TWlSXHXTGx8mSVtQdbTrqw0dKd1VbXOXAlluuptaQ26GgRyXwg43Nw4bmEqhfX8X8HniO4nV1Dwzvw/EqiWOxrK6At3ZOHLhvYPe97Fi3azDaPOLwztJS09r3yjTj2vmp0LdE897PkrMlM1v6wnvnHgzn1sJK8hi4DOA+UH5U18ixArjiC+MvLsds+iZmL97LoWCB+GdUUCYe+4T559o2G9/A+v3qSc7Oms3HuVpY4xeDwvFn40riQoCh4NkBJEZQGEuu5nR0/jGXOgnWiw4vBI7WL0vbXcfZS+t5OOgpCyL25FdtdS5k815x1VvcIymmgRNQTxiopXksZ8Cz/lnxdWj21qTd44mjCyaWj+PbzqcxaexabiEJi6/to/hFORJvVFNFScJvwC7s5OPZbVi89xAF/UUzmddEwUM+pfICGDDz3adFWPqHskR1O5geZveAk2+3CeFjRSoVw5yC/3vlHKRqee0Uf3ZJG3XNvrloeYf207Rw+eZNraQ1kihQ1mM/pvpby4VleSy3dzXkUh5/kju1s1pmZMtkhDs+EGqq7Xi5uOphSGjzrtSITNz+n6qkjXvvnsuzbMYxYuJfvTz/APa6U8g7tWzNt9HQ35FL+8Dh3Ts9m08ZdzN51hQvhOaR36pAZ8l9vtW2RW3o1dLfV0VIj6siyIooKCyl8x4ooLCqmICOB1GBrbljOZsXUzxn57WTmmV3mTFgxEaKuLi5vpaVTwLjhW40jxcGzXvhTp0HX04VGo6FLo0Pb+x7W0NTSUxpKStB5Tm63YPsWF1xCs4hr1NEo+kpjNqWhA8/5NAt4Dv8ZPOtUeP4oic5c31hNR8pj4gJ9MTvrzlILZ0yELRG2TP484c0q+3BO3cvmWXk79bIQH+DWPXjwLKOmhOqUa+/Cs10EQb8Iz6Jl9jSjq3tOToQj3scWsm/rGhacuMmRe6Uk13S+WtxFR19LFq1Zntxz2cf2petZvc0Oi6B0Qkq7qf/pA0X9lHJGnuU109Et/FMUZsZVi8Ws+GENCzdc4OzDAp409CH6uFcS22sr6Cq9S7SnBaZzV7JtrRXmQVncKdVQ02XcckdZ8CzOXSMK0+ZkMu+fwXHbZNYuX8I8yxuYhZaQ1tD91h1qHXpdAw3p14l3X8bJ/av5Ya8nh3yfE1/RRrMIYmPX38qA55fS9wlfVcdR8vgEvmYLWDJ2FJMX7GTNxWi8UhupaH/dOYtkXZdExTNnfO32sWzBFjaaeeOdXMWLpj7ajfjA5FCBZ/mKqpasQJ77bcHSYg8T9/lw8EYGmU2v+sGXmw26lAzP8rGLnrJw8h4cx87sELOW2nLMPZookW9rRF85mM/pvpby4VlGWiPtVbEkeOzm4qYpbDOzY8vdMu4VdtGqMW4ueZ+UBs/0iWJOW0Nb0SOeeOzlzOqJzJi1lBEr7TDzSySuqpsGEX+GKkjfTGtZLEneu/DYO4vdx+zY6ZlIUEa9iNE+w2wyY56BMuD5w6U3vKpKTpF/+z3PoXior6r6UX26brobS6gvzSQvr4D0wloqm7sNM8Pe5BE92pYiahO8iLl+Cjv7q5y8nEBYVr3hPc/dRvbj0IBn4T8Jz3E/h2efbBWeP06yQG+tRZfzhJQQf05c8GC5hGczZxabO7HYwpVldgFsu/YCz/gaSpv+mFe1GBue9fIOV28PvT11aLvTKIhxw3PFbFZ/OpZvpu5llkUgvglFFHfIhisahziMd3Ob+I8+UTQWx5Jx2wzPszuZf+g8q53DCU4rJL+xiZr6CqqzI8i8a4ab3X5W7bdjj2sYIXmNVIqENNBcqJyR55fSd1XQkRdInLcZ5itXsX7lIQ5disI3qZK08gbqBKQ2NdXSWJpIcexFAhws2b3hBAdPBHAjrY4sUXm3GbnyVhQ8yxjTa4SJWMoMIsp1PVYHVjB//1k2u0dwN72QPFG41rQIaG6uoLYqldQIBwLOLMLi+B62e0dyUbTZ8lbjTTV+W0qCZ9nPyXjsKg/nmZ8lVqumYLJkJTMsLnH0ViJP88upFUVtY0Ml5S/uEn/rOOfPn2ShqQ+mASkkNrTRJA7bmMiqfHiWHZh8F2c9pbFO3D83g/2WO5jl/BDbp3XUdLxc5EopUjI893bV0/jCmzivNRy23M+Eozewup9NbovG8Dy+Eo5S8fAsp773FNCQc5M7ZpuxmDaPg2beODzvIqFejxLWrVMcPBsiS4BvWxlVCZd46LiG/cvnM2XqZnac8cf7aRFJ5U1UN1TTXJtKfuJ1Am23YbNjLac9g7iU3Ex6vdj/jynTflVDF54XsnHOl4yeNJOlF0JUeDbo5cn3djbSnBdJVpQvt2/54xn4iNCETNJLqyirb6RetJ2W9lZqi1+QEeJE+I2zXHmcgH92BwWtfYPiQ0XCs+xLJNvp5RpNOno0nbRXPqcs/DiBFpOYO+6vjJg8l2Vng3FJbCa7QYtWtKdewTqyKQ+CGw0aYvAs3NTZQG9pEpmRwZx3usRGAc9LBTwvMnMV8HyZ7W7hOESXEVmm+XHhkoGWseG5r6ebnuYqmkueUSqKllDPHeyZNYZx//kpf/3HHMYtNsfU+wF3M0rJqe+mqUsvguvVzj9KNNYOkVRKonkR5Y2nxyms7G2w8fLG3e8aNwIvcdXXkQtOtth4+OAQHMfd1EpK27SGgmigF9dQGjzLqYi9rcVUp0cQfd0eLzszTp48zvFzjth5XcMzwI/A297cvOaMm7s95919cLwexW2RsHMbNbSIS2/szlBZ8CwlHaCju7mQqrRgYm7Z43L+OObWJ7C84MD5K9743PXHL9gXHx8X3N3O43jRGY/gUBG75WSI2P3poi/GkqLgWfpRxGNfZwV1uZEkB9vj7XiUo8cPs9fahuPuss2KwvDWJXx9HHFyc+CC7y3cHuXwuKiFuh6RXF5+i9GkfHiWeacZXWcGL26dwHPHVA4cPsz2m2lcz+35w3LFx0qZ8Cx9pKWnvYCiCBuCrGaz3+IQC1xjcZNTjRWyUrmU4uG5txt9wzPKY51w3ruLVTP3cuR8KHcqtOSLFKiAgWeFwrP41HWiacimIuU2EVfO4GS2B8tjZpiesufcZR+8bvlx/boLVy7a4ujihItPECFJBYaiW74tZDCOfKjBc19HLS2JrkQ6SniW73mewZLz97mYqSerRfQCgxCfSoPnnrYKKhN8iPLazemjq1izcTVrdu1nn/U5zl29ybWIR4TEPCUq9glPnkSRkJLMi/J6Ctv66BikrlKZ8CysT9QIva1oOiqpKU8lPeYq986t4MTSv/P9Z/8/fx35PaO327LNN5bg56WU1rXS0i3rnJcAPRgaeiPPmkb6al6Q+/Q+bi5e7BLwvELCs+Ullp++hbl/Eg/ymijpFCf3B40EGh+eu8Rpl9NY8ITCZ16EXjmG5Z51rJi/FJMFm9mw6zQ2Vx8QlFJIenUH9R16en7WOOWqflp6tc20VKVS8MyXsFsOuHhdxMHTDW8fJzx8PLH1vYvPo1QSS5pEMdRnmPL+RyQbxcGzkLzrpe2ooaU0jizReAPdT+J4zppTrm6c9/Lgiq8jl71cOO8dwOXQRKILGihu6zXE2WAkZOXBs5BwhFykTtdVS2NhPBnhl7jleQYbOxtOOzni6ncJj2sXcXV1ws0nAN/IVGKFH2s6NKJgFB3hYDhSSFnwLCT/rkgofV11aBvSKEoK4MFVWwEBAp4d3LC76Cri0QGPq144+z/g9tNssus6adKKtj8ITlQ8PBtWMm+iV8Bz5gMPAk4exM3ZG+9nlcTXghIWuXpbyoVnDT0dhRTHXibcdR+ulz04/bCQiKIO2gb6+ah+SPHw3NdNX30yVQnX8HV05bDZNS7eTye1XUedCFUlTH1XHjy/Vp/IMT0iDmtpKIgl89ElkattOX/KmnMClp19L+Hm4YznJU98HzzhQVYthQ3daHRiv0E67CE38twl3+F+h5Rb5tgeWcfWPYc47v+MuyV6StoHJz6VBs/ajmqqU2/xzN8cF+v17Ny+nDWbt7D5kAWW7pe5GHyfgLDHPIpL4XlhDSVNPYbHMeSI6WDFoaLhWddCd1sJlcWJPI+6zm2nfZzdPZ/Ny+ayaN0Wllo6cfT6Q+4mFVBY3UJTV48Kzx8u4eWeJvpEMZmXEIqHqxd7DfDsxJJT11nrFsuFRyVk1nYaFn75o5xq9GnbAup6NZ1o2upory+muiSdrLTnJMUnkvAshZTUbHJLqylvaqe5SyuShDj39zZOQ5SKOO2gu6WM+sp8CosKyCvIp6g4j4KSIrLLaihraKdVFEJ/ZAepRHiW0ut16Hta6Gwup6ooi4LcTLJEg8gRfiouzjX4K6e4kuIa0Xg1vUZfFfptKRWeX3700tvdSmd9KdXFOeRkZ5GVl0t+SSEFxQXkC58WllaKWOswjPrpBhkMFAfPryXf/awX/VlbNQ3leRQVZJOZV0B2Qd7LeCwtIb+8jqrmTsNNHNkDDcYhKx6eZUzqe+jTtdJSU0xFdiYlReVUNGtoFvWrbrDu2vyClAnP8u/3Ch+201FfQk1hOsWi3eQ3dFLf2asoHyodnvVyIc/uJroayygtLCEjW+SU2jbaevsMtYsSPKlceH71t6UPNS10NZVRJfrC/KxMcvPzyCsuIl/UNHLhq7K6ZupEx9htzPdSvUdDDZ4lzOjaq2mpzCE/M4XU9ExyKuSACoZHCgYDWJQFzwKAdV2ijq4QeTmDwuxEUp7HkZCURGJqOun5os6pqKS0uoaahmaahdMM+XmQG7Yi4VlKDoz29dAr2KSro5HG2lLK8wXnpT7jRVI8CaKOSMzKJ0NwTmVjG+0CnHt0osaUu778BqNLwfD8KkBFB64XCUUvOh99Txe6RhGs2U95GhrIWXsPtpo7s8zMlbUXgjl2J4eAzFaq2/7YYm3wFgz755FS4XkoSZHwPGhdWf+kWHgeIlI+PP+alHeNlfzM81CQ4uH51U8lS7nwPPQ05OBZgVLWgmFDM/4VC89DUAqGZ7GdXoNW00FHo5xqXEd9WSnFqck8vROEl5sn+065sNLcnWXHfTngFYVvcjUp9Tpa/uD3jajw3H+p8Nx/KROeh6ZUeO6fhjY8K08qPPdPSofnoSAVngdOKjz3X8qC56EpFZ4HTgqGZ9Gp9DXSWl9EbuJzYkKecOfeI67cCOaCkxeHrZ1ZY+HE0pNXWGcfht29LOJK2/6QV1P9VCo8918qPPdfKjwPnFR47p9UeB5YqfDcP6nw3H+p8DxwUuG5/1Lhuf9S4XngpFx41neg7ymmMu8JIVdvYGftwR5h66zcWG3pwgoLYSc82eJ4B7PADG4+r6e0qQe5TtYf3a2r8Nx/qfDcf6nwPHBS4bl/UuF5YKXCc/+kwnP/pcLzwEmF5/5Lhef+S4XngZNy4VnbSl9zFoXPw/B292afmTOrDe9zdmaJpTtrz1xlr+sDzgW/IDi1lsxaDW2aDx3V7p9UeO6/VHjuv1R4Hjip8Nw/qfA8sFLhuX9S4bn/UuF54KTCc/+lwnP/pcLzwEm58NzTir4hj5LUJ/gH3MHa1R8z15sccQvgmEcQp649xjMsm/C0WoqauunQ6Q0rrxlDKjz3Xyo8918qPA+cVHjun1R4Hlip8Nw/qfDcf6nwPHBS4bn/UuG5/1LheeCkXHjuFZ1KVzNtDdXkF5aQnFlIgrB4+TOrmJT8SnIqWqhq0tCp7TPq0vkqPPdfKjz3Xyo8D5xUeO6fVHgeWKnw3D+p8Nx/qfA8cFLhuf9S4bn/UuF54KRceJYSF1q+qkruo3ttul60wnS9L1823ie3ebW5saTCc/+lwnP/pcLzwEmF5/5JheeBlQrP/ZMKz/2XCs8DJxWe+y8VnvsvFZ4HTsqGZ4VKhef+S4Xn/kuF54GTCs/9kwrPAysVnvsnFZ77LxWeB04qPPdfKjz3Xyo8D5xUeP4IqfDcf6nw3H+p8DxwUuG5f1LheWClwnP/pMJz/6XC88BJhef+S4Xn/kuF54GTUeG5orzc0ImIK2i4iEPNxIfBamtrcXRwYOG8eZw8cYLsrCw6OjoMCft9+6n2xsSHwWSH9+jhQ9EJnuHUyZfwnJSYaCgSpd63r2pvTHwYkkmjBBYJz3v2YDJvPgECnltbWg0+lNu8b1/V3pj4MPwsLSnhgoDn7VskPDsIeH5GfV29oYD86T6qvWviw/D4jAQTGYse7u5YmL6C5+fPDXH6Mhzfv79qb0x8GH7GSXhe/gaeZX5RY/HDTErWGTnZObg4O2NpbiHg2ZGHAljq6+oMv3/ffqq9MSlZz8ib3Bnp6Vz29GTLxk2cEvAsBwteDxS8b1/V3jXxgbZHS7iAZ+nDfbsFPIt/V1VW0q3R/Gx71X5uUhrhK3kjR8Kzzek38NzY2Gj4/fv2U+1dk+1WK/Jxmah3XsOzzakzhlgUGxjsffup9q5JSVaR8Hz0yBGsBAcG3b49kPDsw4a163CydyDqcaThAvX9E4w8ywQsk7GEZ+m03JwcOkVxIyLz1RaqfkutLS1EypFnWxtOW1lzScDz8+RkNN3dr7ZQ9Vvq7dXR3NTEs7g4DsiRZwHPgQEBtLe3v9pC1YeqvKwMh7dGnhPjEww3JkRP+WoLVb8lWcTEPX2Cp/tFLM3MsT93nhcvUgTIqCPPv1cJ8fGsXb2aRfPnE/bgAd2GGTlqLH6oZJ2Rl5uLq4szxy1ewvOjiAga1ZHnD5fo+2SezhLA4uV5yTBqKkeeZb2jxuLvU58ceQ4PFz4U8Lxnj+FGTk11tQFkVH2YpK+yM7PwveKD3Rkbw6zFkPv3DTWQqg+V3lA3Voh6x17C86zZhpFnGYuqfp9kTpY3b44JeD55/Di3AgPJFznn7Tb90fDs4+3NiiVLOW5uIQL+CjHR0YZR2vzcPENiG2omjzs/L49nz55hYWrKjClT2bt7Nw9CQkl98YLc7Oz37qfaGzP4UFhyYqIhPg4fPGgYNbU+cZLbAYGkp6ZRkJf/3n1Ve2PSh1mZmSQmJODv58f6NWtFPE7B0d7eMNqXn58/ZNuZMU22Z/kzKjISs6NHDVNlzY+ZEeB/k4Rn8eSJQvGn+6j2rsk4kwW1vOFw4/p10ZZPsHPbdkwPHyH4dpAhTuUd2fftq9q79rrNBvj7s3jBAmZPn2GYMpsm84saix9kMtZknREW+gBLAc67duww5Gtv4cf4uDgKCwreu59q75qMt+SkRO7fvWu4wb188RIO7N4j/Bpi+J3apj/MZI7JFn2gvAGxTPhw/eo1IhYvG2bpyFH99+2j2rsmfZgpfBVy774BnA8fOMAhYXKWU1JiAkUFhe/dT7V3TbZbmY9jIqNEfj7MlAkTOLR/P09jYw0+fl0PqfbrJv2U9iKVi25ubN+6FVMB0AE3bhjqxX7Ds5xXL6dtL/hhLksWmohOYzGbN25k767d7BMd8FA1+bzK9i1bmTVtOl9/OYwpEycawGXnju3s2/X+fVT7ue0QAbds0WKmTZrM1ImTmDNjBquXr2D3jp0GH79vH9XetT07dxliceWyZYwfN9YQjwvmzWOHABfVhx9mr/20ecNGZk6dxrhRo5kp2vYqEYvbN2/92faq/bLteBWLsi1PGv+94ebimpWrDH2+Go+/z1avWMHokSMZOWw4S0U/uXO7ml8+1GSsyZiTs95mTRex+P0EZk2dbqhBZH95YO++9+6n2k9M+FC26XWrVhumd479ZrQhV29Yu9YQi2qb/jAzxKPI1UtNFgsfjmL82HGGf8uR/N07d753H9XeNelDWe/IWnvu7DmGulHa4oULDbWk2qY/0ESbln6U9Y7Mz8M//4Kpwo9yRoQcxFLb9IeZ9NOu7TsM6wzNEHWj9OlN/xsGqO43PMvnZcIfPDBMUdm4fj2LFiwUgW7CkkWLDMXAUDZ5HtJpC+fOM0yVXSzObYmJPLf3b6/az036S/pN+s9g81/7cejHh7FM+kremJLxuFD4UMajbGfSt+/bXrVfth/b9Fux+LK/ev/2qv3cXsei9OPrdq368OPs7Tat5pffb7LOeCcWxU9DLKr55YPt7fyyaMHLvlGa2qZ/v0lfynb82oc/1sNqPH6wvW7T0nc/5pdXfeP7tlft52Zo06/ataxzZH6R8Sj/+33bq/bLJuNO5pXVK1Zic/qMYQ2nH9f1eqWPgmf5ULWcR//ixQvD81tyynZMlLQoooe4yfOIjYnhiTD58+W5vX9b1d5v0l/Sb9J/BotW/fh7zeBDaa/8KONR9eHHmcGHIgbfjcXo926r2vvtx1h87Uc1Hj/aDH5U2/RH2y/GorD3ba/a++2X/Pi+bVX7ZfvRj2/H4j9JPWws+8U2/ZPtVPt1ezsWn8TEvvSjWuv8bnvtR7nmUHZWNrU1NYYVuF8vKCb1UfAsJb9Eru6mmmqqqaaaaqqppppqqqmmmmr/LKbXv3wTxk/10fCsSpUqVapUqVKlSpUqVapU/atIhWdVqlSpUqVKlSpVqlSpUqXqN6TCsypVqlSpUqVKlSpVqlSpUvUbUuFZlSpVqlSpUqVKlSpVqlSp+g2p8KxKlSpVqlSpUqVKlSpVqlT9hlR4VqVKlSpVqlSpUqVKlSpVqn5DKjyrUqVKlSpVqlSpUqVKlSpVvyr4f8GknfcYe/bhAAAAAElFTkSuQmCC)
If the two variables increase and decrease together, then they are directly proportional and have a positive slope.